{"id":"W4392298880","doi":"10.36834/cmej.77077","title":"Medical school admissions consulting: more harm than good?","year":2024,"lang":"en","type":"article","venue":"Canadian Medical Education Journal","topic":"Medical Education and Admissions","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Harm; Family medicine; Do no harm; Medical education; Medicine; Psychology; Psychiatry; Social psychology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.01452999,0.0003187921,0.0010953,0.001770775,0.00880546,0.01013493,0.001352398,0.01223471,0.01867631],"category_scores_gemma":[0.1077341,0.0004520574,0.0005541528,0.003208956,0.01456603,0.007940067,0.004109074,0.0124982,0.002592037],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01328792,"about_ca_system_score_gemma":0.02179147,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1334122,"about_ca_topic_score_gemma":0.2497678,"domain_scores_codex":[0.9727905,0.01288106,0.001612771,0.001060866,0.008634689,0.003020118],"domain_scores_gemma":[0.8952226,0.0506479,0.01399133,0.002540564,0.01651178,0.02108586],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002262792,0.0001108659,0.01552755,0.0006201515,0.000124212,0.0004915097,0.003944688,0.00005555188,0.0001082838,0.02566658,0.8552849,0.09783935],"study_design_scores_gemma":[0.0003292452,0.0003224238,0.09135216,0.01156549,0.0005272683,0.003373818,0.05538594,0.0003557865,0.000433726,0.09375601,0.742174,0.0004241779],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.002881928,0.01518682,0.00005929477,0.9667886,0.002676084,0.00000508115,0.00008843282,0.0000146759,0.01229916],"genre_scores_gemma":[0.2125802,0.04890522,0.0003601736,0.7080029,0.01735192,0.00003327735,0.0001510988,0.00009994442,0.01251526],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.9867121,"threshold_uncertainty_score":0.2652714,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02267526780053846,"score_gpt":0.3749218946646165,"score_spread":0.352246626864078,"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."}}