{"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":"codex-gemma-dda1882f352a","candidate_categories":["sts","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00264728,0.0001328327,0.0002744865,0.0001413341,0.001527757,0.00002998807,0.0003215784,0.0008179887,0.0356751],"category_scores_gemma":[0.00328112,0.0001049394,0.00006851617,0.0003640427,0.00002936791,0.0001323633,0.00002302164,0.002303097,0.004985903],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.005805167,"about_ca_system_score_gemma":0.01686627,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.02791125,"about_ca_topic_score_gemma":0.3204483,"domain_scores_codex":[0.9959184,0.0004106508,0.0008059494,0.0001529316,0.001450936,0.001261127],"domain_scores_gemma":[0.9949107,0.0003804821,0.0003615873,0.0001310937,0.00054087,0.003675311],"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":[0.00002967938,0.00003006835,0.08069769,0.00005434786,0.00005521438,0.0009758432,0.00377448,0.00001593921,0.000001356678,0.003683258,0.8995436,0.01113851],"study_design_scores_gemma":[0.001545392,0.00004829809,0.01038329,0.0005487669,0.00001004243,0.0001398363,0.005079593,0.00001087931,0.000001231707,0.002419557,0.9796805,0.0001325778],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.4232851,0.0004666157,0.0002712507,0.4713606,0.0088228,0.0007182471,0.00005843712,0.0001648662,0.09485213],"genre_scores_gemma":[0.6990936,0.0008843897,0.001867587,0.248756,0.01180627,0.00006157364,0.00002715675,0.0000852745,0.03741812],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.2925371,"threshold_uncertainty_score":0.9999986,"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."}}