{"id":"W4214569036","doi":"10.15331/jdsm.3892","title":"Quality","year":2014,"lang":"en","type":"article","venue":"Journal of Dental Sleep Medicine","topic":"Obstructive Sleep Apnea Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Quality (philosophy); Computer science; Business; Philosophy","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001831928,0.0001355331,0.0005901228,0.0002301115,0.00004593485,0.000006688207,0.0001837365,0.00007419792,0.001323149],"category_scores_gemma":[0.001845872,0.00008854568,0.0001599869,0.0002862606,0.0002878045,0.0001215464,0.00006440104,0.0005157784,0.00006924978],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001850765,"about_ca_system_score_gemma":0.00001809014,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002562435,"about_ca_topic_score_gemma":0.000007124183,"domain_scores_codex":[0.9973916,0.0001666152,0.0007355579,0.0001359128,0.001317118,0.000253215],"domain_scores_gemma":[0.9983759,0.0002266406,0.000369636,0.0002419377,0.0003291981,0.0004566721],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001310868,0.0004258515,0.7176221,0.000129251,0.000328558,0.0003834081,0.0003498683,0.000005074446,0.0708169,0.0009997102,0.003998763,0.2036296],"study_design_scores_gemma":[0.01324742,0.004527376,0.9465625,0.0002363693,0.0002764632,0.004446262,0.001040459,0.0003852612,0.005423525,0.0008575882,0.02280953,0.000187258],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9688556,0.0003466367,0.003295981,0.004090605,0.0007660834,0.0001403215,5.863484e-7,0.00001369712,0.02249044],"genre_scores_gemma":[0.9961225,0.00002023182,0.001158004,0.0007498706,0.001665503,0.000001010528,0.000002769524,0.00001990138,0.0002602335],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2289404,"threshold_uncertainty_score":0.9995898,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03039906949070549,"score_gpt":0.3689243583670285,"score_spread":0.338525288876323,"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."}}