{"id":"W4322012000","doi":"10.1016/j.jpedsurg.2023.02.045","title":"Invited Commentary on Skinner S, et al.: Canadian Pediatric Surgeon Workforce: Characterization of Training, Trends Over Time, and 10-year Model for Pediatric Surgery Need","year":2023,"lang":"en","type":"letter","venue":"Journal of Pediatric Surgery","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"BC Children's Hospital","funders":"","keywords":"Medicine; Workforce; Subsidy; Government (linguistics); Family medicine; Economic growth; 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":[0.004644748,0.001017255,0.001537087,0.001157455,0.006605848,0.003603201,0.003227705,0.04692639,0.009588911],"category_scores_gemma":[0.03294287,0.0008511097,0.001536189,0.001568376,0.002485595,0.003325108,0.001543312,0.03480985,0.006547529],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01423422,"about_ca_system_score_gemma":0.02255077,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2262074,"about_ca_topic_score_gemma":0.2969003,"domain_scores_codex":[0.9954212,0.0008456017,0.0004690662,0.0004855349,0.001871174,0.0009073777],"domain_scores_gemma":[0.9806061,0.006563717,0.0008898278,0.0002631819,0.008022597,0.003654618],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000140171,0.000006068094,0.0002210205,0.00001630335,0.000003098378,0.0001762161,0.00006425835,0.00001216313,0.00002399293,0.000136034,0.9983549,0.0009720522],"study_design_scores_gemma":[0.0001194122,0.00004406834,0.003272844,0.0005320021,0.00004448032,0.001052846,0.001671421,0.0003323769,0.0002318144,0.001843484,0.9907336,0.0001217471],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0002476185,0.0004498241,0.00002970477,0.9805303,0.01728222,0.00001274167,0.0001612671,0.00002044289,0.001265881],"genre_scores_gemma":[0.001991136,0.000493708,0.00008263855,0.9758696,0.0171811,0.00003869145,0.00005515145,0.00002249374,0.004265449],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.9857658,"threshold_uncertainty_score":0.4497815,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07501260226385591,"score_gpt":0.3579654506751409,"score_spread":0.2829528484112849,"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."}}