{"id":"W4393357987","doi":"10.1080/0142159x.2024.2328324","title":"Empathy in family medicine postgraduate education: A mixed studies systematic review","year":2024,"lang":"en","type":"review","venue":"Medical Teacher","topic":"Empathy and Medical Education","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; McGill University Health Centre","funders":"","keywords":"Empathy; Medical education; Medicine; Psychology; MEDLINE; Systematic review; Family medicine; Psychiatry","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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.005010172,0.0008553056,0.007770796,0.0006217854,0.00004750321,0.00001409727,0.0004765035,0.0007971484,0.0009242714],"category_scores_gemma":[0.02462507,0.0004660263,0.000780159,0.001582766,0.000457233,0.00005817158,0.0001562434,0.002678726,0.001186701],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007571436,"about_ca_system_score_gemma":0.005121168,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005465133,"about_ca_topic_score_gemma":0.00001292488,"domain_scores_codex":[0.9924557,0.001115332,0.002979075,0.0009150176,0.001983579,0.000551347],"domain_scores_gemma":[0.9968496,0.0003930355,0.000511287,0.001039921,0.0002456415,0.000960509],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.000002298454,0.0003382257,7.968985e-7,0.7162669,0.0004527671,0.000214532,0.003158119,2.654997e-10,4.830063e-9,0.00006087916,0.1187903,0.1607152],"study_design_scores_gemma":[0.0002206313,0.0001091863,0.000001042968,0.6210688,0.01173377,0.0005154329,0.004555597,0.000002584998,6.174723e-9,0.00008859798,0.3614663,0.0002380266],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00001966069,0.9760156,0.000001596551,0.01239582,0.003598647,0.004567062,0.000003213478,0.0001588422,0.003239519],"genre_scores_gemma":[0.00001035951,0.9696859,0.00002486294,0.005386555,0.001935793,0.002732819,0.0003344109,0.0001202021,0.01976915],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.242676,"threshold_uncertainty_score":0.999989,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1730528803696003,"score_gpt":0.4888765119607223,"score_spread":0.315823631591122,"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."}}