{"id":"W1972167138","doi":"10.1109/norbert.2014.6893897","title":"Fuzzy rule based expert system to diagnose spinal cord disorders","year":2014,"lang":"en","type":"article","venue":"","topic":"Medical Imaging and Analysis","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Medicine; Scoliosis; Spinal cord; Computer science; Artificial intelligence; 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":[0.0001170355,0.0001015133,0.0001505184,0.00007202273,0.00003329562,0.0000278139,0.0001139437,0.00002930943,0.000136762],"category_scores_gemma":[0.00006148846,0.00008357854,0.00006315685,0.0001535135,0.00001297233,0.00002993417,0.00001246458,0.00006266335,0.000318787],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002823736,"about_ca_system_score_gemma":0.000004081252,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001717839,"about_ca_topic_score_gemma":0.00002186892,"domain_scores_codex":[0.9993623,0.00001935981,0.0001317046,0.0001330473,0.0001543785,0.0001991839],"domain_scores_gemma":[0.9995287,0.00004550896,0.000007235185,0.0002030539,0.00001175785,0.0002037225],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00002657011,0.0001171402,0.00687553,0.0005359199,0.0001295628,0.00001624589,0.0001457702,0.02771597,0.003379072,0.003171349,0.1297086,0.8281783],"study_design_scores_gemma":[0.0005438123,0.0001291343,0.001358438,0.0002560538,0.00003671234,0.000001595396,0.000339476,0.8891271,0.002511193,0.00006901624,0.1051444,0.0004830497],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.219805,0.0002913479,0.637328,0.002432746,0.0007843879,0.0001596417,0.000002934408,0.001847334,0.1373485],"genre_scores_gemma":[0.9960039,0.000006743367,0.002968699,0.0005919149,0.0001270179,0.00002774673,0.000003493297,0.00001821871,0.0002522193],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8614112,"threshold_uncertainty_score":0.4097468,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007126007879859733,"score_gpt":0.2384648362079992,"score_spread":0.2313388283281394,"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."}}