{"id":"W4307055614","doi":"10.1093/pch/pxac100.038","title":"39 Developmental Pediatrics Canadian Workforce Survey","year":2022,"lang":"en","type":"article","venue":"Paediatrics & Child Health","topic":"Child and Adolescent Health","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Sunny Hill Health Centre for Children; Holland Bloorview Kids Rehabilitation Hospital; Royal College of Physicians and Surgeons of Canada; University of Alberta; University of Calgary","funders":"","keywords":"Workforce; Specialty; Medicine; Family medicine; Workforce planning; Population; Descriptive statistics; Workforce development; Pediatrics; Environmental health","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.001626827,0.0003086643,0.0002765787,0.002377978,0.001971561,0.0008405329,0.00140684,0.0004123586,0.01369235],"category_scores_gemma":[0.004507657,0.0003429845,0.000341333,0.005636363,0.0002734752,0.0004460918,0.0009613498,0.0007081847,0.002842961],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02643659,"about_ca_system_score_gemma":0.0522094,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9666898,"about_ca_topic_score_gemma":0.9797402,"domain_scores_codex":[0.9973241,0.0001611844,0.000201628,0.0002418454,0.001435235,0.0006359644],"domain_scores_gemma":[0.9929946,0.0003184095,0.0005099293,0.00008991513,0.004675193,0.00141194],"domain_codex":null,"domain_gemma":"incentives","domain_candidate":"incentives","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004632289,0.0001663165,0.7042258,0.0007323372,0.00003448171,0.000159492,0.002454197,0.0002738997,0.000263262,0.0008852471,0.2540358,0.03672275],"study_design_scores_gemma":[0.00001095445,0.00002429653,0.9477217,0.0001487532,0.00000523529,0.00004187859,0.001904268,0.0001209613,0.00005471288,0.00002648431,0.04992846,0.00001220422],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"dataset","genre_gemma":"empirical","genre_scores_codex":[0.3160391,0.00177212,0.0005960352,0.006939175,0.0002152434,0.002733032,0.5603186,0.0001590699,0.1112277],"genre_scores_gemma":[0.7456737,0.005912777,0.003166022,0.006013486,0.0001417931,0.004174028,0.1920474,0.00006770516,0.04280312],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9983732,"threshold_uncertainty_score":0.1918117,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05061511036255122,"score_gpt":0.3471782539361991,"score_spread":0.2965631435736478,"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."}}