{"id":"W4401939050","doi":"10.36834/cmej.79696","title":"Emotional processing","year":2024,"lang":"en","type":"article","venue":"Canadian Medical Education Journal","topic":"Empathy and Medical Education","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Computer science","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":[0.0005077082,0.0004807713,0.0001720635,0.0005656573,0.0007909996,0.002817086,0.000453946,0.0008445385,0.02757456],"category_scores_gemma":[0.006999569,0.0002136124,0.0002965033,0.0004527209,0.0005568672,0.001710688,0.001315928,0.001010701,0.003334382],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000672259,"about_ca_system_score_gemma":0.0005075323,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001491615,"about_ca_topic_score_gemma":0.001087761,"domain_scores_codex":[0.9994778,0.00009450967,0.00002265286,0.0001425547,0.0001775425,0.00008502429],"domain_scores_gemma":[0.9989152,0.0003791107,0.000123053,0.0001568871,0.0003251247,0.0001007107],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001459625,0.0003992095,0.0258847,0.0009397601,0.0001471148,0.001391924,0.02311826,0.001297924,0.2796775,0.1270687,0.04785876,0.4907565],"study_design_scores_gemma":[0.0002002664,0.0007081918,0.5337664,0.0009357167,0.0004340589,0.004049736,0.01862771,0.01169835,0.06037492,0.1777419,0.1911904,0.0002723069],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2962741,0.001452472,0.02600593,0.00238008,0.001059295,0.0003033428,0.001108404,0.0003601846,0.6710562],"genre_scores_gemma":[0.936489,0.0006893122,0.008722018,0.002119073,0.0002579153,0.0001971032,0.0009341051,0.0002503659,0.05034114],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02757456,"threshold_uncertainty_score":0.09224612,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01442910381850233,"score_gpt":0.3321410752594333,"score_spread":0.317711971440931,"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."}}