{"id":"W3159083293","doi":"10.1097/bpo.0000000000001841","title":"Posterior Instrumentation and Fusion in Multiple-segment Adolescent Congenital Scoliosis: When Are Posterior Column and Concave Rib Osteotomies Needed?","year":2021,"lang":"en","type":"article","venue":"Journal of Pediatric Orthopaedics","topic":"Scoliosis diagnosis and treatment","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Medicine; Instrumentation (computer programming); Scoliosis; Spinal fusion; Orthodontics; Anatomy; Surgery","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003146727,0.0002446773,0.000606015,0.0004096201,0.00009153812,0.0001121907,0.00005082025,0.000140288,0.0000425346],"category_scores_gemma":[0.0002476517,0.0002127025,0.0001474057,0.0002846709,0.00006638985,0.000247947,0.0001313987,0.0002924971,0.000002583833],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002406557,"about_ca_system_score_gemma":0.0003033814,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003983609,"about_ca_topic_score_gemma":0.0002527107,"domain_scores_codex":[0.9979521,0.00009790643,0.0008797925,0.0002713692,0.0005314563,0.0002673684],"domain_scores_gemma":[0.9983881,0.0001092066,0.0006187887,0.0001431612,0.000390249,0.0003505067],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005401555,0.0006080755,0.987623,0.0002601442,0.0001157621,0.001238504,0.001036571,0.000001695712,0.0007042,0.00000126569,0.0002833518,0.007587317],"study_design_scores_gemma":[0.01132818,0.001152423,0.9771793,0.0006350758,0.0008784409,0.001688137,0.005507584,0.00005969402,0.001259189,0.000006582806,0.0001208449,0.0001844978],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.982546,0.01429581,0.000003795977,0.002084406,0.0004541512,0.000562871,0.00002770685,0.00001001008,0.00001520195],"genre_scores_gemma":[0.9895421,0.008020361,0.0007212582,0.001086331,0.0005514384,0.00002014742,0.000008475249,0.00002547735,0.0000244499],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01078802,"threshold_uncertainty_score":0.8673755,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02255590712577084,"score_gpt":0.2624182722364063,"score_spread":0.2398623651106355,"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."}}