{"id":"W2798182508","doi":"10.1186/s12916-018-1040-8","title":"Prediction of autonomic dysreflexia during urodynamics: a prospective cohort study","year":2018,"lang":"en","type":"article","venue":"BMC Medicine","topic":"Spinal Cord Injury Research","field":"Medicine","cited_by":54,"is_retracted":false,"has_abstract":true,"ca_institutions":"International Collaboration On Repair Discoveries; University of British Columbia","funders":"International Collaboration on Repair Discoveries; Swiss Continence Foundation; Rick Hansen Foundation; Schweizerischer Nationalfonds zur Förderung der Wissenschaftlichen Forschung; Continence Foundation of Australia; Michael Smith Health Research BC; National Science Foundation","keywords":"Autonomic dysreflexia; Medicine; Spinal cord injury; Odds ratio; Anesthesia; Prospective cohort study; Spinal cord; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0009622818,0.0001876999,0.0005664264,0.000366308,0.00009533991,0.00000450295,0.0001608584,0.00007293641,0.0007417721],"category_scores_gemma":[0.0008320746,0.0001429617,0.00005708522,0.0004859479,0.000511615,0.00007891425,0.00009938765,0.0002778853,0.00009007929],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003716137,"about_ca_system_score_gemma":0.0002550297,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002465576,"about_ca_topic_score_gemma":0.0001135349,"domain_scores_codex":[0.9977832,0.00008806273,0.0005692296,0.0005010919,0.0007444554,0.0003139463],"domain_scores_gemma":[0.9983832,0.00006755179,0.0001523014,0.0006936859,0.0005129972,0.0001902738],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003493812,0.0003345527,0.9640041,0.0001307364,0.000155626,0.00001888037,0.0004874422,8.426497e-7,0.03087513,0.0000728637,0.0002628414,0.0001631906],"study_design_scores_gemma":[0.004601319,0.01788087,0.9718851,0.000253795,0.0002517763,0.00007237028,0.001014212,0.001253033,0.002578679,0.00006367062,0.00006250551,0.00008268299],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.984225,0.00007668993,0.0003343078,0.0001484933,0.0003545077,0.002546939,0.000008303145,0.0001276994,0.01217809],"genre_scores_gemma":[0.9958789,0.00001263502,0.0004063665,0.00003688356,0.001171592,0.0001233397,0.00001585342,0.00003733961,0.002317043],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02829645,"threshold_uncertainty_score":0.8121884,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05494302034450788,"score_gpt":0.3786686945437112,"score_spread":0.3237256741992033,"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."}}