{"id":"W3112806023","doi":"10.21203/rs.3.rs-119795/v1","title":"Survey of Medical Student Empathy at a Canadian Medical School","year":2020,"lang":"en","type":"preprint","venue":"Research Square","topic":"Empathy and Medical Education","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Empathy; Context (archaeology); Specialty; Medical school; Psychology; Medical education; Clinical psychology; Medicine; Social psychology; Psychiatry; Geography","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.002028302,0.0001898533,0.0003136909,0.001616598,0.001568254,0.000628317,0.0006090269,0.000508345,0.00261805],"category_scores_gemma":[0.006064824,0.0002147691,0.0003409931,0.002038279,0.0005199044,0.0002636251,0.001036288,0.0006221825,0.0003874187],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006401204,"about_ca_system_score_gemma":0.007683425,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.4929051,"about_ca_topic_score_gemma":0.6317187,"domain_scores_codex":[0.9973966,0.0003722712,0.000167412,0.0001976132,0.001246725,0.0006193143],"domain_scores_gemma":[0.9938493,0.0004839061,0.001419764,0.00009684879,0.00215184,0.001998222],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004986211,0.0001225607,0.98687,0.00005805083,0.00001630875,0.00006694334,0.00367329,0.00004023948,0.0004362647,0.00004562071,0.001418449,0.007202426],"study_design_scores_gemma":[0.000002090593,0.00005795322,0.9967906,0.00001255665,0.000002677436,0.00003280965,0.00211191,0.00007025279,0.00006636352,0.000003677589,0.0008421279,0.000006890071],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9978178,0.00006595637,0.00003507773,0.0002089859,0.000004623556,0.00004373875,0.000493133,0.00000445463,0.001326216],"genre_scores_gemma":[0.9986075,0.0001057858,0.0001628125,0.000104525,0.000004461431,0.00003649938,0.0003156959,0.00000152041,0.0006612412],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5070949,"threshold_uncertainty_score":0.9800721,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1450703852916477,"score_gpt":0.5044962540495863,"score_spread":0.3594258687579386,"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."}}