{"id":"W4224000738","doi":"10.1097/acm.0000000000004704","title":"Side-by-Side: A One-on-One Peer Support Program for Medical Students","year":2022,"lang":"en","type":"article","venue":"Academic Medicine","topic":"Healthcare professionals’ stress and burnout","field":"Health Professions","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba; University of Ottawa; University of Toronto; Queen's University","funders":"","keywords":"Peer support; Medical education; EXPOSE; Psychology; Peer group; Medicine; Nursing; Social psychology","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":[0.002235244,0.0005001349,0.0004073284,0.0006041903,0.003077944,0.001284415,0.002027605,0.001067848,0.03464325],"category_scores_gemma":[0.006440336,0.0003397747,0.0007575745,0.0003681447,0.001188825,0.001179189,0.007923764,0.001651151,0.006598165],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00125679,"about_ca_system_score_gemma":0.01323324,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00593645,"about_ca_topic_score_gemma":0.03107522,"domain_scores_codex":[0.9977354,0.0006876866,0.0001271114,0.0002720581,0.0004482587,0.0007293745],"domain_scores_gemma":[0.9827707,0.0006386042,0.00104281,0.0006879546,0.000775197,0.01408482],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.002380978,0.01537876,0.09228604,0.00168765,0.0001646276,0.002325085,0.01111441,0.0005945498,0.01007218,0.0005897052,0.06940261,0.7940035],"study_design_scores_gemma":[0.003432715,0.04297541,0.7174696,0.002162175,0.0003927659,0.007213046,0.03852779,0.002369876,0.007381588,0.001556325,0.1761039,0.0004148822],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9528511,0.0009173984,0.003975947,0.009460172,0.0008577892,0.005046293,0.0005807779,0.0009532486,0.02535717],"genre_scores_gemma":[0.9565115,0.001252068,0.01479224,0.003049184,0.0006864283,0.002911225,0.0004702402,0.0000867054,0.02024034],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03464325,"threshold_uncertainty_score":0.1158932,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1224244137542227,"score_gpt":0.5338677086299897,"score_spread":0.411443294875767,"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."}}