{"id":"W4416103041","doi":"10.21083/csieci.v16i2.8668","title":"Encouragement, Patient Perseverance, Community, and Surprise","year":2025,"lang":"en","type":"article","venue":"Critical Studies in Improvisation / Études critiques en improvisation","topic":"Mental Health and Patient Involvement","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"","keywords":"Surprise; Subject (documents); Supervisor; Work (physics)","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.05514857,0.0009905759,0.0012762,0.001306547,0.01331133,0.01692363,0.003351291,0.008918289,0.01042591],"category_scores_gemma":[0.1322408,0.0006490088,0.0008725496,0.0007605575,0.03851048,0.01328052,0.01111277,0.0263499,0.002470931],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008446123,"about_ca_system_score_gemma":0.01230104,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003548575,"about_ca_topic_score_gemma":0.00916291,"domain_scores_codex":[0.9241828,0.05848146,0.001718173,0.002121311,0.0103385,0.003157788],"domain_scores_gemma":[0.8203802,0.1258122,0.005841568,0.005688224,0.01727617,0.02500171],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002480033,0.0002897689,0.002410372,0.0009708244,0.0001235319,0.00210505,0.3324674,0.0002932081,0.001069309,0.1796007,0.3615325,0.1188894],"study_design_scores_gemma":[0.00005935549,0.0002017903,0.001039104,0.001514583,0.00002340535,0.002231172,0.2187638,0.0002769361,0.0009558165,0.08714924,0.6876894,0.00009538736],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.008108617,0.01780777,0.01092788,0.8976963,0.01547357,0.000083865,0.00001961971,0.0001279431,0.04975447],"genre_scores_gemma":[0.5682647,0.0262367,0.01862828,0.2840638,0.01575124,0.0004567598,0.00004285737,0.001100777,0.08545469],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.05514857,"threshold_uncertainty_score":0.291657,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2971928939264212,"score_gpt":0.5402822249679631,"score_spread":0.2430893310415418,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}