{"id":"W4390720669","doi":"10.1017/9781108779968.010","title":"Organizing Virtue Research with the STRIVE-4 Model","year":2024,"lang":"en","type":"book-chapter","venue":"Cambridge University Press eBooks","topic":"Ethics in medical practice","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Virtue; Computer science; Psychology; Epistemology; Philosophy","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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":[0.003190697,0.0002404931,0.0003922925,0.001192001,0.001280006,0.004460562,0.0006892442,0.001145632,0.01861823],"category_scores_gemma":[0.002905885,0.0002041675,0.0003394048,0.001413215,0.006627578,0.003734872,0.001985846,0.002627917,0.00399101],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002892245,"about_ca_system_score_gemma":0.002887634,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001855253,"about_ca_topic_score_gemma":0.003500287,"domain_scores_codex":[0.9983102,0.001141416,0.00002612351,0.00009382288,0.0003385142,0.00008987262],"domain_scores_gemma":[0.9985012,0.0008044415,0.0000578392,0.0002492286,0.0002417787,0.0001455975],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000002659022,0.000005970899,0.00004881336,0.0000276683,0.000001429945,0.00001133804,0.0004091,0.0001782694,0.00002369265,0.9719853,0.0175133,0.009792488],"study_design_scores_gemma":[0.000003131758,0.000006682384,0.0001515385,0.0001161848,0.000001720468,0.00002692616,0.0006159534,0.0008246813,0.00008086854,0.8207917,0.1773767,0.00000395965],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.004949238,0.00800711,0.04259469,0.03835393,0.0008609936,0.00006182581,0.0001518048,0.0001702497,0.9048502],"genre_scores_gemma":[0.4232528,0.01426498,0.054649,0.008851205,0.001096147,0.0005210441,0.0004833151,0.0004043792,0.4964771],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.01861823,"threshold_uncertainty_score":0.06228417,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1998244504285258,"score_gpt":0.4101447425087626,"score_spread":0.2103202920802368,"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."}}