{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001409736,0.000247705,0.000340189,0.0007290556,0.0004708415,0.0001986552,0.0004049779,0.00056955,0.793489],"category_scores_gemma":[0.4282458,0.0001869202,0.0002190854,0.0007464902,0.0002679112,0.0001532315,0.00003052169,0.003081088,0.001078088],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006573057,"about_ca_system_score_gemma":0.6441961,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00208417,"about_ca_topic_score_gemma":0.001037717,"domain_scores_codex":[0.9958053,0.0001393206,0.0007658948,0.000393955,0.002202071,0.0006934612],"domain_scores_gemma":[0.7020823,0.0003040791,0.00009779455,0.0004113418,0.0005384802,0.296566],"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":[0.000009051565,0.0002363304,0.0005165293,0.00009036657,0.00007178285,0.0007751146,0.0007106704,1.019264e-7,0.00001636206,0.002459211,0.9160925,0.07902195],"study_design_scores_gemma":[0.0005742491,0.00006151656,0.001591662,0.003068611,0.00008874621,0.01056508,0.002760527,0.001021314,0.00001471611,0.000226082,0.9798256,0.0002019046],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.01056942,0.004871423,0.00007212041,0.9417185,0.008587189,0.0002977437,0.00001291976,0.0001410797,0.03372962],"genre_scores_gemma":[0.3300048,0.00135222,0.001162877,0.598329,0.01025601,0.00006720762,0.0001664848,0.00009812774,0.05856331],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.7924109,"threshold_uncertainty_score":0.9996997,"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."}}