{"id":"W2018734958","doi":"10.1016/j.humpath.2010.10.018","title":"Residency choices by graduating medical students: why not pathology?","year":2011,"lang":"en","type":"article","venue":"Human Pathology","topic":"Innovations in Medical Education","field":"Medicine","cited_by":72,"is_retracted":false,"has_abstract":false,"ca_institutions":"BC Children's Hospital; University of British Columbia","funders":"","keywords":"Personality pathology; Clinical pathology; Medical education; Medicine; Perspective (graphical); Quality (philosophy); Psychology; Pathology; Personality; Family medicine; Personality disorders","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.009814213,0.0002474576,0.000487686,0.001073251,0.004917783,0.004761215,0.001465554,0.004555087,0.01284662],"category_scores_gemma":[0.05221068,0.0003057562,0.0005546821,0.001329298,0.004647538,0.004527843,0.00416586,0.007527932,0.001751398],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003134575,"about_ca_system_score_gemma":0.008821264,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01645655,"about_ca_topic_score_gemma":0.04662868,"domain_scores_codex":[0.9908285,0.003848457,0.0003486419,0.0007046377,0.001912134,0.002357484],"domain_scores_gemma":[0.9448485,0.009923982,0.00652401,0.0008895015,0.006232123,0.03158191],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005070961,0.0006739785,0.5901228,0.0002570034,0.0001153629,0.000706787,0.01809172,0.0001254359,0.0004238636,0.01245066,0.2291278,0.1473975],"study_design_scores_gemma":[0.0001731808,0.00038171,0.6195414,0.002299243,0.0001411285,0.001360562,0.1995067,0.0003136171,0.0005751843,0.02711952,0.1484124,0.0001753407],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.2903749,0.004934753,0.0004222991,0.6858993,0.002311454,0.00002340222,0.0002689507,0.0000271338,0.01573772],"genre_scores_gemma":[0.8860277,0.002761774,0.0006102831,0.1040912,0.001735907,0.00003223896,0.000225359,0.00006214127,0.004453329],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01645655,"threshold_uncertainty_score":0.05190319,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06036776495438819,"score_gpt":0.3889405077661147,"score_spread":0.3285727428117265,"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."}}