{"id":"W4294351387","doi":"10.36834/cmej.75026","title":"The training and credentialing of physician informaticists in Canada","year":2022,"lang":"en","type":"article","venue":"Canadian Medical Education Journal","topic":"Electronic Health Records Systems","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; Centre Hospitalier Universitaire Sainte-Justine; Hospital for Sick Children","funders":"","keywords":"Credentialing; Training (meteorology); Medical education; Computer science; Medicine; Geography","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008482344,0.0001725414,0.0002563557,0.001714856,0.006631016,0.003987215,0.001708546,0.002258967,0.006202229],"category_scores_gemma":[0.0295185,0.0005017087,0.0002026802,0.003033843,0.002918314,0.001805633,0.002430151,0.002965287,0.0007369747],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.09224713,"about_ca_system_score_gemma":0.3730121,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9902917,"about_ca_topic_score_gemma":0.995708,"domain_scores_codex":[0.9902785,0.001359956,0.0003214217,0.0005080835,0.003967034,0.003564917],"domain_scores_gemma":[0.9543411,0.004902866,0.001879454,0.0004844611,0.01493927,0.02345284],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000364851,0.0004598689,0.07645275,0.0007974724,0.00002739293,0.000614862,0.01120712,0.001016539,0.001154334,0.02196606,0.424868,0.4610707],"study_design_scores_gemma":[0.0001176068,0.0001297396,0.4671361,0.001153445,0.00002412542,0.0003499924,0.01022742,0.001322672,0.0009118413,0.002204554,0.5162838,0.0001386577],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"review","genre_scores_codex":[0.1988755,0.0435593,0.001809218,0.6071737,0.004028148,0.0003728039,0.003029291,0.0002917342,0.1408604],"genre_scores_gemma":[0.8844949,0.02615072,0.003651099,0.03182454,0.0006357612,0.00009447922,0.001313405,0.0000686834,0.05176627],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.9077529,"threshold_uncertainty_score":0.6693029,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02932128554642432,"score_gpt":0.3839477441997797,"score_spread":0.3546264586533553,"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."}}