{"id":"W7121048210","doi":"10.1093/pch/pxaf134","title":"Towards a healthier Canada: Transforming the community-based consultant paediatric workforce","year":2025,"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":"Island Health","funders":"","keywords":"Workforce; Workforce development; Psychological intervention; Social care; Health care; Public 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":[],"consensus_categories":[],"category_scores_codex":[0.01118648,0.0003768173,0.0005569829,0.001578132,0.02177584,0.009597765,0.003620158,0.004983768,0.00720509],"category_scores_gemma":[0.02779569,0.0004246761,0.0007205664,0.002914096,0.01034283,0.00501212,0.007829852,0.01075852,0.0008115082],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.1231351,"about_ca_system_score_gemma":0.5512241,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9855026,"about_ca_topic_score_gemma":0.9953457,"domain_scores_codex":[0.9806671,0.004708407,0.0004459231,0.0008621224,0.005708003,0.007608471],"domain_scores_gemma":[0.9476912,0.005126901,0.001642777,0.0006097541,0.01513245,0.02979698],"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":[0.00007294767,0.0001004603,0.02822548,0.001334889,0.00005627484,0.001442226,0.04742417,0.0005857752,0.000597569,0.07513232,0.6693711,0.1756568],"study_design_scores_gemma":[0.0000549882,0.00007184211,0.03373816,0.002767768,0.00003957642,0.0004032391,0.09532331,0.0004984624,0.0002214598,0.01276397,0.8539766,0.0001406538],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.02019012,0.01068824,0.001197164,0.9409595,0.003701553,0.00008420896,0.0002783313,0.00007452892,0.0228264],"genre_scores_gemma":[0.4587634,0.04059372,0.00985351,0.4620065,0.003218884,0.0002259652,0.0005019336,0.0001918039,0.02464424],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.8768649,"threshold_uncertainty_score":0.8934119,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0351793659498502,"score_gpt":0.3496252826300311,"score_spread":0.3144459166801808,"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."}}