{"id":"W3098864893","doi":"10.1093/pch/pxaa103","title":"Procedural skill needs for Canadian paediatricians: A national profile","year":2020,"lang":"en","type":"article","venue":"Paediatrics & Child Health","topic":"Innovations in Medical Education","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Impact; University of Ottawa; McMaster University; University of Toronto","funders":"","keywords":"Medicine; General practice; Competence (human resources); Family medicine; Pediatrics; Medical education; Psychology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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":[0.001424183,0.000258594,0.0002593998,0.002529121,0.002234932,0.0009648504,0.001035635,0.0005220954,0.002590578],"category_scores_gemma":[0.005768877,0.0002911479,0.0004200145,0.004463561,0.0006638159,0.0005822887,0.00105116,0.0006586585,0.0002527837],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02421966,"about_ca_system_score_gemma":0.05311377,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9795585,"about_ca_topic_score_gemma":0.9875404,"domain_scores_codex":[0.9977981,0.00007448613,0.000139633,0.0001490022,0.001292345,0.0005464893],"domain_scores_gemma":[0.992882,0.0003879706,0.001143945,0.00008038209,0.003300859,0.002204884],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003133685,0.0000273055,0.9779913,0.0001260381,0.00001378304,0.0001284212,0.00254977,0.00009222983,0.0001418714,0.0001216614,0.00435628,0.01442011],"study_design_scores_gemma":[0.000003367389,0.00002632409,0.9948215,0.0000671842,0.000007235067,0.0001429584,0.002671133,0.0001510162,0.00003263781,0.0000159994,0.002051003,0.000009476058],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9774697,0.001844974,0.0001820665,0.003622722,0.0000327385,0.0001037497,0.007011861,0.00004261648,0.00968949],"genre_scores_gemma":[0.9941969,0.001846846,0.0006062991,0.0003832865,0.00001396888,0.00004189189,0.002235832,0.000007383801,0.0006675469],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9757804,"threshold_uncertainty_score":0.1757268,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01934412966731733,"score_gpt":0.3112109372479817,"score_spread":0.2918668075806643,"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."}}