{"id":"W2094749498","doi":"10.1503/cmaj.1040146","title":"Trends in disciplines selected by applicants in the Canadian resident matches, 1994-2004","year":2005,"lang":"en","type":"article","venue":"Canadian Medical Association Journal","topic":"Healthcare Systems and Technology","field":"Business, Management and Accounting","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Specialty; Ranking (information retrieval); Matching (statistics); Preference; Computer science; Medicine; Medical education; Family medicine; Data science; Statistics; Information retrieval; Mathematics; Pathology","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002447697,0.0001233724,0.000208845,0.001061902,0.0003305351,0.0002466545,0.0004215183,0.0004365559,0.000937856],"category_scores_gemma":[0.0004922617,0.0000979806,0.00003869664,0.001640465,0.00002571575,0.0002589075,0.00001466767,0.00105514,0.0001062441],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002337169,"about_ca_system_score_gemma":0.001702703,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9369505,"about_ca_topic_score_gemma":0.9996579,"domain_scores_codex":[0.9977146,0.00006848858,0.0005384154,0.0001673465,0.0007396814,0.0007714576],"domain_scores_gemma":[0.9992728,0.00004556036,0.0002040612,0.0001100021,0.00012264,0.0002449547],"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":[0.000002122368,0.0000199731,0.384434,0.000009428583,0.00001285374,0.0002182687,0.0002514934,0.000006445242,0.00000202949,0.001574307,0.5045996,0.1088695],"study_design_scores_gemma":[0.0003988471,0.000003433336,0.1972964,0.00003806796,0.000003554206,0.00003235159,0.0004647787,0.0003201344,4.010854e-7,0.0002772012,0.8010569,0.0001078693],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5321501,0.000334175,0.000005930042,0.4578695,0.0004005161,0.0002027455,0.00001933199,0.00002961796,0.008988054],"genre_scores_gemma":[0.9808372,0.00001417778,0.00000859131,0.01651155,0.002193134,0.00002145708,0.00003336393,0.00001366941,0.0003668315],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4486871,"threshold_uncertainty_score":0.9999754,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008438594956431726,"score_gpt":0.2419516123465472,"score_spread":0.2335130173901155,"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."}}