{"id":"W194663708","doi":"10.1093/pch/6.1.9","title":"Manpower crisis in paediatrics: We saw it coming","year":2001,"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":"University of Calgary","funders":"","keywords":"Pediatrics; Medicine; Medical emergency; Family medicine","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":[0.00759006,0.001099472,0.001379883,0.001770357,0.008574704,0.01264108,0.00316461,0.03041457,0.009621449],"category_scores_gemma":[0.02502792,0.001166722,0.001139563,0.002354634,0.01518197,0.01435483,0.005820597,0.04126601,0.002513652],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01365133,"about_ca_system_score_gemma":0.02316028,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05361211,"about_ca_topic_score_gemma":0.127965,"domain_scores_codex":[0.9934531,0.001071636,0.0005917462,0.000756649,0.002808765,0.001318022],"domain_scores_gemma":[0.9779711,0.006479288,0.001471503,0.0004311744,0.004743075,0.008903827],"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":[0.00002799762,0.00002361966,0.001138653,0.0004155717,0.00001897068,0.000997982,0.001691087,0.00006036878,0.0001693824,0.005676832,0.9554213,0.03435819],"study_design_scores_gemma":[0.00001450272,0.00003017963,0.002193951,0.0009021176,0.00001554144,0.0009370047,0.003759275,0.00005709533,0.00007508569,0.003801529,0.9881706,0.00004309079],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0004864003,0.03922383,0.00009431819,0.9125232,0.04590969,0.000006146172,0.00002955428,0.00002353583,0.001703331],"genre_scores_gemma":[0.01396861,0.09903067,0.0005194976,0.6557788,0.2231633,0.00002610951,0.00008882166,0.0001173589,0.007306947],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.05361211,"threshold_uncertainty_score":0.1066001,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03934305240738475,"score_gpt":0.3731798282150116,"score_spread":0.3338367758076268,"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."}}