{"id":"W6986615866","doi":"","title":"Prevalence and Risk Factors for Abnormal m-TICS","year":2021,"lang":"en","type":"article","venue":"The Medicine Forum","topic":"Obstructive Sleep Apnea Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Disease; Multivariate analysis; Obstructive sleep apnea; Risk factor; Cognitive impairment; Sleep apnea; Cognition; Montreal Cognitive Assessment","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004414075,0.0001295816,0.0002443303,0.00005117309,0.000190764,0.000008909522,0.0001087826,0.00005342733,0.0002565476],"category_scores_gemma":[0.002270989,0.00007067799,0.00004696206,0.0002078494,0.0004222417,0.00004841618,0.0001155403,0.0002801456,0.000007523783],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003742325,"about_ca_system_score_gemma":0.00004801945,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004950841,"about_ca_topic_score_gemma":0.00001506695,"domain_scores_codex":[0.9987465,0.00006928941,0.0001914579,0.0002280462,0.0003826345,0.0003821162],"domain_scores_gemma":[0.9984151,0.0006857871,0.00006133635,0.0003843428,0.0002875064,0.0001659837],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002130298,0.00006225811,0.9726738,0.0003827347,0.0002183072,0.0000305971,0.001457611,0.000001706327,0.002893731,0.001760452,0.003001868,0.01730394],"study_design_scores_gemma":[0.006048649,0.001935493,0.9337743,0.0002457533,0.000858935,0.0003341098,0.009435011,0.00292962,0.02143293,0.002152744,0.02060805,0.0002444471],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9818215,0.002112601,0.001900475,0.01152856,0.0002876989,0.0006229361,0.00003877261,0.00003578003,0.00165164],"genre_scores_gemma":[0.9961719,0.0006309156,0.000421857,0.0002998718,0.0003024017,0.00002463957,0.00002132496,0.00002329294,0.002103792],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0388995,"threshold_uncertainty_score":0.2882165,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02575138890566896,"score_gpt":0.3179430151958559,"score_spread":0.292191626290187,"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."}}