{"id":"W134939158","doi":"10.1093/pch/6.1.12","title":"Paediatrician Resource Survey: Preliminary results suggest some urgency","year":2001,"lang":"en","type":"article","venue":"Paediatrics & Child Health","topic":"Healthcare Policy and Management","field":"Economics, Econometrics and Finance","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"BC Children's Hospital; University of British Columbia","funders":"","keywords":"Medicine; Resource (disambiguation); Survey research; Family medicine; Resource planning; Survey methodology; Pediatrics; Psychology; Environmental resource management; Applied psychology","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":[0.1240955,0.0006330853,0.0007432491,0.00255846,0.001300128,0.003970546,0.004049983,0.004244581,0.01000852],"category_scores_gemma":[0.1964691,0.0004048184,0.001147609,0.007560275,0.002286167,0.004005169,0.001663333,0.003011811,0.002891435],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003277693,"about_ca_system_score_gemma":0.008508664,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02163213,"about_ca_topic_score_gemma":0.03674957,"domain_scores_codex":[0.9194275,0.05097095,0.009263915,0.002850317,0.01497652,0.002510793],"domain_scores_gemma":[0.6414437,0.2395983,0.01806211,0.01301606,0.07849868,0.009381128],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002183245,0.0005288936,0.4754021,0.007184178,0.0003651301,0.002711043,0.01498863,0.001141633,0.001171093,0.01118728,0.3322815,0.1508553],"study_design_scores_gemma":[0.0002191245,0.002379333,0.6206616,0.004898509,0.0002872516,0.001829824,0.03230447,0.002028998,0.001839881,0.004239783,0.3290373,0.0002739929],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1272455,0.009409603,0.009418316,0.7496509,0.007372185,0.00321853,0.01634115,0.0006443467,0.07669951],"genre_scores_gemma":[0.6982789,0.007044727,0.02802697,0.2297432,0.004410933,0.003015615,0.01356617,0.0004755977,0.01543798],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1240955,"threshold_uncertainty_score":0.6562878,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04307358575032368,"score_gpt":0.2696709294675693,"score_spread":0.2265973437172456,"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."}}