{"id":"W2004241393","doi":"10.1097/bsd.0b013e3181761950","title":"Fuzzy-logic–assisted Surgical Planning in Adolescent Idiopathic Scoliosis","year":2009,"lang":"en","type":"article","venue":"Journal of Spinal Disorders & Techniques","topic":"Scoliosis diagnosis and treatment","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"Polytechnique Montréal; Centre Hospitalier Universitaire Sainte-Justine","funders":"","keywords":"Medicine; Scoliosis; Spinal fusion; Lumbar; Deformity; Fuzzy logic; Surgical planning; Spinal deformity; Radiography; Idiopathic scoliosis; Supine position; Surgery; Physical therapy; Artificial intelligence; Computer science","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":[0.0005741535,0.0002494357,0.0007024761,0.0006583442,0.0000620663,0.00004044871,0.0001633494,0.0001734238,0.000009474259],"category_scores_gemma":[0.00008153624,0.0001872378,0.0003447359,0.0005113037,0.00006076871,0.0001696817,0.00002471459,0.0005349703,0.000003004518],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002865978,"about_ca_system_score_gemma":0.000130383,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001985844,"about_ca_topic_score_gemma":0.000006334905,"domain_scores_codex":[0.998011,0.00007258687,0.0008329194,0.000220758,0.0005155784,0.0003471812],"domain_scores_gemma":[0.9990554,0.00001140363,0.000394507,0.0001860326,0.0001507597,0.0002019023],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004972022,0.01063787,0.6922717,0.0002895764,0.0001814418,0.006694451,0.000267616,0.0000128803,0.003859617,0.002234625,0.001678868,0.2768994],"study_design_scores_gemma":[0.002247387,0.008277272,0.9692038,0.009520304,0.0001523258,0.001220797,0.0001720697,0.000004845514,0.004099213,0.003476758,0.001409793,0.000215419],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9522215,0.03014758,0.0001927775,0.01217044,0.0001136098,0.0006748573,9.926388e-7,0.0001250292,0.00435323],"genre_scores_gemma":[0.9937964,0.003239335,0.001732401,0.001020831,0.0001695543,0.00001837918,8.062849e-7,0.00001691937,0.000005339336],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2769322,"threshold_uncertainty_score":0.7635335,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0402341473481186,"score_gpt":0.3580808084030758,"score_spread":0.3178466610549572,"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."}}