{"id":"W3195183245","doi":"10.14740/gr1400","title":"The Role of Clinical Characteristics in Stratifying Sedation Risk: A Cohort Study","year":2021,"lang":"en","type":"article","venue":"Gastroenterology Research","topic":"Anesthesia and Sedative Agents","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Polysubstance dependence; Sedation; Cohort; Retrospective cohort study; Logistic regression; Substance abuse; Opioid; Anesthesia; Psychiatry; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005021757,0.00006983348,0.0003691782,0.00008426491,0.0001156771,0.00001325515,0.0001262804,0.00006908928,0.00005668163],"category_scores_gemma":[0.001435893,0.00005013251,0.00006053942,0.0001842894,0.0002482998,0.0000313331,0.0001011512,0.0007700525,0.00001834988],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002677372,"about_ca_system_score_gemma":0.0001591335,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000704671,"about_ca_topic_score_gemma":0.0004038778,"domain_scores_codex":[0.9960616,0.002290276,0.0006061996,0.0002717779,0.0004228127,0.0003473618],"domain_scores_gemma":[0.9985191,0.0005065752,0.0001232366,0.0003640562,0.0004080693,0.00007897265],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001044002,0.0008221503,0.9928724,0.000007354104,0.00009791305,0.0001632739,0.0002785661,2.818736e-7,0.000359179,0.0000300041,0.00003048798,0.004294402],"study_design_scores_gemma":[0.001274184,0.001123882,0.9935589,0.00001698255,0.00002823921,0.00002915824,0.003245298,0.000370018,0.00008729727,0.00005623491,0.0001913262,0.00001842615],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9986169,0.00003587998,0.00002701878,0.0003837047,0.00004315477,0.0005434326,0.000003771323,0.000005227193,0.000340913],"genre_scores_gemma":[0.9993803,0.0001702006,0.00007535589,0.00004928155,0.00007234389,0.00004575767,0.0000273232,0.000008373784,0.0001710586],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004275976,"threshold_uncertainty_score":0.3345538,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.100370185931904,"score_gpt":0.4589123691199528,"score_spread":0.3585421831880488,"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."}}