{"id":"W2214982781","doi":"10.1136/thoraxjnl-2014-205982","title":"Scoring criteria for portable monitor recordings: a comparison of four hypopnoea definitions in a population-based cohort","year":2015,"lang":"en","type":"article","venue":"Thorax","topic":"Obstructive Sleep Apnea Research","field":"Medicine","cited_by":35,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"Fondation Leenaards; GlaxoSmithKline; Centre Hospitalier Universitaire Vaudois; Schweizerischer Nationalfonds zur Förderung der Wissenschaftlichen Forschung; National Science Foundation","keywords":"Medicine; Cohort; Population; Cohort study; Internal medicine; Environmental health","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004872554,0.0005989482,0.0007720845,0.001561849,0.0004029874,0.0007616171,0.0007270034,0.000790573,0.0009226605],"category_scores_gemma":[0.01465788,0.0002336274,0.0007784182,0.0009463098,0.0004038673,0.0007667417,0.0008961393,0.0005221106,0.0002987791],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003458162,"about_ca_system_score_gemma":0.0002925057,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001166363,"about_ca_topic_score_gemma":0.001063332,"domain_scores_codex":[0.9973357,0.0009470211,0.0003718437,0.0005057481,0.0007079176,0.0001317107],"domain_scores_gemma":[0.9938347,0.00219451,0.00221345,0.0005563676,0.0008099595,0.0003909784],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007547281,0.00006871206,0.9941993,0.00002341391,0.0001197338,0.00005114605,0.0001178368,0.00008530672,0.0004733887,0.00002331093,0.0001176028,0.003965596],"study_design_scores_gemma":[0.0000580378,0.0005795481,0.9975612,0.00001471953,0.00007228944,0.0003440284,0.0001872942,0.0008661222,0.0001291239,0.00005589954,0.000122388,0.000009352072],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9981535,0.0002713997,0.0008049394,0.00003323881,0.00001540646,0.0001040256,0.0002535723,0.00001038914,0.0003534978],"genre_scores_gemma":[0.9982127,0.0001004193,0.0008265834,0.00003025038,0.00001845342,0.0001182209,0.0006155668,0.000007099286,0.00007075633],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004872554,"threshold_uncertainty_score":0.02576888,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.201827835575467,"score_gpt":0.4199909938438674,"score_spread":0.2181631582684004,"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."}}