{"id":"W2039966090","doi":"10.1007/s00586-014-3736-6","title":"A rule-based algorithm can output valid surgical strategies in the treatment of AIS","year":2015,"lang":"en","type":"article","venue":"European Spine Journal","topic":"Scoliosis diagnosis and treatment","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"École de Technologie Supérieure; McGill University Health Centre; Centre Hospitalier Universitaire Sainte-Justine","funders":"","keywords":"Medicine; Neurosurgery; Algorithm; Surgery; 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":[0.0006035289,0.0001739736,0.0003341804,0.0001557517,0.00004555867,0.00006949443,0.0001141191,0.00002288878,0.00005300668],"category_scores_gemma":[0.00002340898,0.0000913488,0.0001873654,0.000197086,0.00005476932,0.00006142443,0.000009672105,0.0001426289,0.00002542591],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001850307,"about_ca_system_score_gemma":0.0002825375,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008302858,"about_ca_topic_score_gemma":0.0000126899,"domain_scores_codex":[0.9984438,0.0003611465,0.0004032121,0.0001433031,0.0004242513,0.0002242268],"domain_scores_gemma":[0.9992521,0.00003184381,0.0001460334,0.0002314793,0.000122758,0.0002157471],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0008209696,0.03077278,0.2107993,0.00007891572,0.001114831,0.06269392,0.01472181,0.0009114975,0.0001461353,0.0008213404,0.01473509,0.6623834],"study_design_scores_gemma":[0.03290546,0.01563528,0.793228,0.0004964325,0.0005153021,0.003464132,0.00385334,0.0005482507,0.001081852,0.00008081192,0.1478835,0.0003076306],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9719277,0.003548999,0.0001302599,0.005015816,0.0002095815,0.0003422558,0.00001179512,0.00001992087,0.01879365],"genre_scores_gemma":[0.9958991,0.0007676306,0.002239381,0.0002724225,0.0006168741,0.00000913574,0.00001239868,0.00002557883,0.0001575106],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6620758,"threshold_uncertainty_score":0.3725096,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0821785125849556,"score_gpt":0.3346611605749198,"score_spread":0.2524826479899642,"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."}}