fix(rectification): equal-weight collect, year-cue questions, classifier no/unsure (BUG-641–643)

Ask finance and health like other domains, put year-cued collect questions first, and let the classifier distinguish decline vs skip. Skill 10.0.22.

Co-authored-by: Cursor <cursoragent@cursor.com>

scripts/rectification/event_probes.py

@@ -49,8 +49,8 @@ from scripts.rectification.refinement_packet import match_level
 # three domains keep two years plus a couple of activation fallbacks without
 # flooding the ask layer, which still ranks globally by information_gain.
 MAX_PROBES = 8
-# Collection still asks at most three missing-domain age-band questions.
-MAX_COLLECTION_PROBES = 3
+# Collection asks an age-band cue for every missing catalog domain.
+MAX_COLLECTION_PROBES = 7
 # N: keep the top scored probes per domain (boundary years, plus at most one
 # activation if the domain is still under this cap).
 MAX_PROBES_PER_DOMAIN = 3
@@ -142,7 +142,6 @@ LAYER_DOMAIN = {
     "d11": "finance",
     "d30": "health_pressure",
 }
-VOLUNTEER_ONLY = frozenset({"finance", "health_pressure"})
 LAYER_VARGA = {
     "d9": "D9",
     "d10": "D10",
@@ -334,15 +333,10 @@ def _differing_layers(contexts: Sequence[dict[str, Any]]) -> set[str]:
 
 def _probe_domains(
     remaining_layers: set[str],
-    events: Sequence[dict[str, Any]],
+    _events: Sequence[dict[str, Any]],
     *,
     d1_differs: bool = False,
 ) -> list[str]:
-    volunteered = {
-        str(event.get("domain"))
-        for event in events
-        if isinstance(event, dict) and event.get("domain")
-    }
     ordered: list[str] = []
     for layer in SCORING_LAYERS:
         domain = LAYER_DOMAIN.get(layer)
@@ -350,8 +344,6 @@ def _probe_domains(
             continue
         if layer not in remaining_layers:
             continue
-        if domain in VOLUNTEER_ONLY and domain not in volunteered:
-            continue
         ordered.append(domain)
     if not ordered and d1_differs:
         ordered.append("education")
@@ -1440,7 +1432,7 @@ def evidence_collection_probes(
         return []
     now = today or date.today()
     events = [item for item in (request.get("events") or []) if isinstance(item, dict)]
-    missing = missing_collection_domains(events, list(DOMAIN_CATALOG), VOLUNTEER_ONLY)
+    missing = missing_collection_domains(events, list(DOMAIN_CATALOG), frozenset())
     rows: list[dict[str, Any]] = []
     for domain in missing:
         year = _age_band_year(birth_year, domain, now)