{"id":"W4384297331","doi":"10.46747/cfp.6907453","title":"It is time to create a clinician scholar program–research profile","year":2023,"lang":"en","type":"article","venue":"Canadian Family Physician","topic":"Health and Medical Research Impacts","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval; Université de Sherbrooke; McGill University Health Centre; McGill University; Université du Québec","funders":"","keywords":"Computer science; Quality (philosophy); Medical education; Data science; World Wide Web; Medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.0382337,0.0006609902,0.0008388298,0.003994748,0.01490429,0.01597443,0.003288277,0.008135179,0.06011624],"category_scores_gemma":[0.05233793,0.0008156442,0.001247983,0.001985833,0.003570115,0.006049391,0.01004922,0.008299499,0.04107435],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0195363,"about_ca_system_score_gemma":0.1213844,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03887963,"about_ca_topic_score_gemma":0.1449551,"domain_scores_codex":[0.9747109,0.004564232,0.001418489,0.001256468,0.01206537,0.005984492],"domain_scores_gemma":[0.6992236,0.007404137,0.003936731,0.006915059,0.06690262,0.2156179],"domain_codex":null,"domain_gemma":"incentives","domain_candidate":"incentives","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000128997,0.0004736586,0.005050113,0.0001774266,0.00001358772,0.0006909329,0.001234309,0.0001722555,0.002307551,0.007325625,0.8637935,0.1186321],"study_design_scores_gemma":[0.00009596653,0.0003498606,0.007148187,0.0002386798,0.00001127107,0.0007380654,0.003570903,0.0001719727,0.0007730858,0.002620401,0.9841864,0.00009527575],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.01657524,0.002561145,0.01162153,0.8366323,0.03736231,0.00401956,0.0007202923,0.002476351,0.08803139],"genre_scores_gemma":[0.1022282,0.006572245,0.1210676,0.3363437,0.02414522,0.006495422,0.001570899,0.001899697,0.3996769],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.9804637,"threshold_uncertainty_score":0.2022015,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2450946575474233,"score_gpt":0.4860518516197525,"score_spread":0.2409571940723292,"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."}}