{"id":"W1985416936","doi":"10.3109/0142159x.2012.652708","title":"Let the patient teach: Patient feedback will help prepare medical students for the changing healthcare world","year":2012,"lang":"en","type":"letter","venue":"Medical Teacher","topic":"Innovations in Medical Education","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto General Hospital","funders":"","keywords":"Medical education; Adaptability; Health care; Medical practice; Clinical Practice; Psychology; Medicine; Nursing; Political science","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":["research_integrity"],"category_scores_codex":[0.005572367,0.0007089778,0.0009676248,0.0003647114,0.0006934046,0.00007230578,0.001836495,0.001645284,0.01291716],"category_scores_gemma":[0.01003868,0.0003747842,0.0004347896,0.001051462,0.0007993512,0.0001001282,0.0007203287,0.007708608,0.0001345247],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008249698,"about_ca_system_score_gemma":0.00123368,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008930211,"about_ca_topic_score_gemma":0.00004205662,"domain_scores_codex":[0.9850084,0.0006641537,0.001557355,0.0008669598,0.0102611,0.001642079],"domain_scores_gemma":[0.9958152,0.0006867643,0.0006197524,0.001737261,0.0005763345,0.0005646808],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004010597,0.0004771979,0.002508083,0.00106041,0.0003205236,0.00006380023,0.004088453,8.999694e-8,5.991437e-8,0.00003665272,0.876779,0.1146256],"study_design_scores_gemma":[0.0009572891,0.0002781989,0.000277654,0.004529206,0.0004471378,0.000175248,0.001553808,0.0005654019,0.000001757921,0.00003854992,0.9907887,0.0003870442],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.004104997,0.007841795,0.0004406196,0.9752714,0.006195322,0.004705836,0.00002855733,0.0001779248,0.00123353],"genre_scores_gemma":[0.01316602,0.0004577618,0.0001325867,0.9438548,0.02337523,0.003253617,0.001661868,0.0002046434,0.01389347],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1142385,"threshold_uncertainty_score":0.9998704,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03394351618016445,"score_gpt":0.3580932287573944,"score_spread":0.32414971257723,"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."}}