{"id":"W4292623584","doi":"10.1093/pch/pxac057","title":"Vascular anomalies in childhood: When to treat and when to refer","year":2022,"lang":"en","type":"article","venue":"Paediatrics & Child Health","topic":"Vascular Malformations and Hemangiomas","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Paediatric Society","funders":"","keywords":"Medicine; Referral; Vascular anomaly; Hemangioma; Intensive care medicine; Warrant; Pediatrics; Pathology; Surgery; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008514868,0.0001884583,0.0004419182,0.0007925038,0.0004181319,0.00002747034,0.0001278837,0.00005138803,0.0002882491],"category_scores_gemma":[0.0000783264,0.0001817746,0.0001026143,0.0006723766,0.0000110353,0.00008157832,0.0002598409,0.0003396019,0.00005633508],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003218474,"about_ca_system_score_gemma":0.0002137417,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008318381,"about_ca_topic_score_gemma":0.0002540129,"domain_scores_codex":[0.998083,0.0001063575,0.0004465944,0.000395848,0.0004742895,0.0004939011],"domain_scores_gemma":[0.9988915,0.00003400738,0.00007292008,0.0004621637,0.00004202223,0.0004974229],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003172027,0.002169315,0.4943447,0.00150145,0.0002113699,0.0001257072,0.1158049,0.000755584,0.00002293409,0.007090848,0.1911302,0.1865258],"study_design_scores_gemma":[0.002574126,0.001119512,0.698227,0.0000484625,0.00008699564,0.0001230353,0.001288082,0.00007510197,0.000005542682,0.0004267321,0.2957094,0.0003160126],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9020814,0.01126893,0.0002852121,0.07960224,0.0001418608,0.002122503,0.00008146079,0.0001106989,0.004305736],"genre_scores_gemma":[0.9354828,0.001619439,0.011942,0.0482724,0.0007989534,0.0004054657,0.0002806169,0.0001014818,0.001096848],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2038823,"threshold_uncertainty_score":0.7412552,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0119604719740681,"score_gpt":0.253046830179863,"score_spread":0.2410863582057949,"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."}}