{"id":"W2792505532","doi":"10.1093/pch/pxy012","title":"Choosing Wisely Canada: Pediatric Neurosurgery Recommendations","year":2018,"lang":"en","type":"article","venue":"Paediatrics & Child Health","topic":"Healthcare cost, quality, practices","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hospital for Sick Children; BC Children's Hospital","funders":"","keywords":"Medicine; Neurosurgery; Magnetic resonance imaging; Medical physics; Hydrocephalus; Family medicine; Radiology","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":[0.01786221,0.0009705071,0.0008259722,0.00452518,0.008535114,0.007142262,0.00491361,0.007812199,0.01530214],"category_scores_gemma":[0.09546684,0.0007211184,0.001554612,0.004261127,0.003485724,0.002928856,0.004238487,0.007984912,0.003668734],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.05004269,"about_ca_system_score_gemma":0.357688,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.7537574,"about_ca_topic_score_gemma":0.9215916,"domain_scores_codex":[0.968474,0.008852445,0.0031008,0.001148531,0.01458832,0.003835983],"domain_scores_gemma":[0.8515336,0.01887527,0.006152059,0.001425871,0.08791464,0.03409855],"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":[0.00003819796,0.00006762378,0.006067269,0.0009265832,0.00004941435,0.0003384925,0.0009410133,0.0002248244,0.000145147,0.00270647,0.9261739,0.06232109],"study_design_scores_gemma":[0.0001691964,0.00005978227,0.009443778,0.007815821,0.0001480646,0.0004049488,0.004999888,0.0004836012,0.0003031206,0.00318501,0.9728167,0.0001699967],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.007000647,0.0206028,0.004064404,0.8645818,0.01560596,0.002055247,0.002917038,0.0005018646,0.08267023],"genre_scores_gemma":[0.1491141,0.07644244,0.1610654,0.5240198,0.008826871,0.003795067,0.008348794,0.0005559531,0.0678316],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.2462426,"threshold_uncertainty_score":0.4953856,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3457397790070253,"score_gpt":0.4755840692085134,"score_spread":0.1298442902014881,"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."}}