{"id":"W2771721431","doi":"10.1503/cmaj.170393","title":"Testing and treatment for obstructive sleep apnea in Canada: funding models must change","year":2017,"lang":"en","type":"article","venue":"Canadian Medical Association Journal","topic":"Obstructive Sleep Apnea Research","field":"Medicine","cited_by":31,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; University of British Columbia; Dalhousie University; Western University","funders":"Canadian Institutes of Health Research","keywords":"Obstructive sleep apnea; Agency (philosophy); Quarter (Canadian coin); Medicine; Public health; Sleep apnea; Apnea; Sleep (system call); Intensive care medicine; Family medicine; Gerontology; Pediatrics; Cardiology; Computer science; Internal medicine; Geography; Nursing","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000801176,0.000135875,0.0003132443,0.0002044218,0.0006454116,0.0001132871,0.0001542108,0.0001775761,0.000124994],"category_scores_gemma":[0.005526078,0.0001228966,0.00004680059,0.00009281283,0.00005413136,0.0002579038,0.00002562272,0.0005179434,0.000002115159],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0119167,"about_ca_system_score_gemma":0.004310617,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9086986,"about_ca_topic_score_gemma":0.9903307,"domain_scores_codex":[0.9978788,0.00006193341,0.0003029683,0.0002097936,0.0008455659,0.0007009174],"domain_scores_gemma":[0.9970065,0.0004034412,0.0002379438,0.0001426295,0.000426044,0.001783453],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002137606,0.00001202794,0.598334,0.0000118531,0.0001073484,0.0005279877,0.000313219,0.000003795332,0.00001380339,0.000108591,0.0001569161,0.4003892],"study_design_scores_gemma":[0.00375227,0.0001408803,0.9431736,0.00009558538,0.00004761692,0.0003653082,0.001224825,0.04792661,0.00001974626,0.0004189807,0.002679102,0.0001554044],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9735816,0.0001720394,0.0001004073,0.02256454,0.0006632875,0.0006498462,0.0000901345,0.000006482611,0.002171662],"genre_scores_gemma":[0.997216,0.00002052939,0.0006168907,0.0007863396,0.001220687,0.00005566443,0.000005256596,0.00002017711,0.00005845115],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4002337,"threshold_uncertainty_score":0.9918764,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08308533380870801,"score_gpt":0.3092055745726799,"score_spread":0.2261202407639719,"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."}}