{"id":"W1987373899","doi":"10.1503/cmaj.1040764","title":"Match or mismatch?","year":2004,"lang":"en","type":"article","venue":"Canadian Medical Association Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science; Medical education; Medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006077372,0.0002968221,0.0005220874,0.001218704,0.004490379,0.004038417,0.001091791,0.003212423,0.02289844],"category_scores_gemma":[0.05586342,0.000298351,0.0003133681,0.001692539,0.005837068,0.009479322,0.004319792,0.003624812,0.003901538],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002382973,"about_ca_system_score_gemma":0.004092292,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01167376,"about_ca_topic_score_gemma":0.01843492,"domain_scores_codex":[0.9940692,0.002323519,0.0003613731,0.0006470101,0.001572709,0.001026127],"domain_scores_gemma":[0.9907692,0.003659007,0.001225628,0.0005127394,0.00186712,0.001966422],"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":[0.0002370303,0.0001429066,0.04698295,0.0003229911,0.00006325902,0.00374662,0.02722627,0.0001947924,0.0003785448,0.1207484,0.5291153,0.2708409],"study_design_scores_gemma":[0.00005511715,0.0001435874,0.0154729,0.001645456,0.00007120088,0.01842982,0.1722821,0.0009520796,0.0008410146,0.2809949,0.5089688,0.0001430613],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.08891837,0.01537321,0.01473023,0.7566119,0.01398822,0.0001250844,0.0004711102,0.0002898121,0.1094921],"genre_scores_gemma":[0.7103412,0.01104604,0.007335084,0.2314974,0.00352815,0.0001257428,0.0002853168,0.0002368151,0.03560433],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.02289844,"threshold_uncertainty_score":0.07660288,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02577018959034141,"score_gpt":0.3892768204750425,"score_spread":0.3635066308847011,"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."}}