{"id":"W4404839898","doi":"10.18732/hssa108","title":"Reshaping Medical Learning","year":2024,"lang":"en","type":"article","venue":"History of Science in South Asia","topic":"Empathy and Medical Education","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science; Psychology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01219537,0.000594293,0.0005202224,0.002194971,0.007166873,0.0126232,0.002388309,0.004765036,0.02481824],"category_scores_gemma":[0.01446963,0.0003002895,0.0006138471,0.001297927,0.03231711,0.02045658,0.02302282,0.008340525,0.006835524],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006620177,"about_ca_system_score_gemma":0.0110335,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001628501,"about_ca_topic_score_gemma":0.003295152,"domain_scores_codex":[0.9939368,0.003501785,0.0001306081,0.0006691784,0.001095573,0.0006661609],"domain_scores_gemma":[0.9885821,0.005028496,0.00054092,0.001500634,0.001114015,0.003233735],"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":[0.00003535046,0.0001000246,0.0004196328,0.0003380789,0.00001343683,0.000191653,0.02820346,0.0003720014,0.0002535532,0.6943261,0.09347092,0.1822759],"study_design_scores_gemma":[0.00001625341,0.0000482326,0.0003051403,0.0004625318,0.000005227324,0.0001686006,0.009034075,0.0002766484,0.0001987616,0.3188288,0.6706417,0.00001408747],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.01801642,0.03124889,0.02719622,0.3923287,0.009888687,0.0001134998,0.00008477492,0.0005760776,0.5205468],"genre_scores_gemma":[0.6615289,0.02802442,0.03753842,0.07854734,0.01132282,0.000285106,0.0002018851,0.0006574946,0.1818936],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02481824,"threshold_uncertainty_score":0.08302528,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03846052981347559,"score_gpt":0.3227580583930271,"score_spread":0.2842975285795515,"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."}}