{"id":"W4394724457","doi":"10.1093/pch/pxae012","title":"Canadian developmental pediatrics workforce survey","year":2024,"lang":"en","type":"article","venue":"Paediatrics & Child Health","topic":"Infant Development and Preterm Care","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Royal College of Physicians and Surgeons of Canada; University of British Columbia; University of Toronto; University of Alberta; Alberta Children's Hospital","funders":"","keywords":"Workforce; Pediatrics; Medicine; Psychology; Family medicine; Political science","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":[0.001417928,0.0003147472,0.0002686214,0.002567708,0.002199355,0.0008990917,0.001890215,0.0005078858,0.01392531],"category_scores_gemma":[0.004681263,0.000324959,0.0003351766,0.007026482,0.000344028,0.0005136484,0.001001393,0.0009118193,0.002443804],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03212024,"about_ca_system_score_gemma":0.07836467,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9834465,"about_ca_topic_score_gemma":0.9900187,"domain_scores_codex":[0.9973453,0.0001161881,0.0001345609,0.0001919064,0.001676661,0.0005354166],"domain_scores_gemma":[0.9921795,0.0002482605,0.0004375405,0.00008522814,0.005511369,0.001538077],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004480769,0.0001286779,0.4953904,0.0007393951,0.00004002422,0.0001667397,0.002073123,0.0002825712,0.0002016164,0.001156596,0.4526291,0.04714687],"study_design_scores_gemma":[0.0000163899,0.0000279192,0.9173879,0.0002581871,0.00001045978,0.00008899932,0.002432436,0.0001808942,0.00005834887,0.00006388581,0.07945474,0.00001986203],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"dataset","genre_gemma":"empirical","genre_scores_codex":[0.2619967,0.002972385,0.0008685084,0.01420961,0.0003544427,0.002413455,0.5701946,0.0002809386,0.1467094],"genre_scores_gemma":[0.7412276,0.009291665,0.00387467,0.007388555,0.0001559846,0.002727469,0.2012966,0.00008647096,0.03395105],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9678798,"threshold_uncertainty_score":0.2330498,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02082153055494998,"score_gpt":0.2795455673049766,"score_spread":0.2587240367500266,"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."}}