{"id":"W4238258267","doi":"10.15331/jdsm.4874","title":"AADSM News and Updates","year":2015,"lang":"en","type":"article","venue":"Journal of Dental Sleep Medicine","topic":"Health Systems, Economic Evaluations, Quality of Life","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"National Institutes of Health; Atlantic Philanthropies; National Institute on Aging; Hartford Foundation for Public Giving; American Sleep Medicine Foundation; John A. Hartford Foundation","keywords":"Computer science","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":[],"consensus_categories":[],"category_scores_codex":[0.009996455,0.0001159942,0.0008105238,0.0002546358,0.00004728322,0.00002333065,0.0001744171,0.00007232112,0.0003952],"category_scores_gemma":[0.003396953,0.0001089611,0.00005691963,0.0001203279,0.000106484,0.0004398616,0.00004493803,0.0001789863,0.0003195769],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002808633,"about_ca_system_score_gemma":0.00004398595,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003588467,"about_ca_topic_score_gemma":0.00008223375,"domain_scores_codex":[0.9964579,0.0001160484,0.002934351,0.0001602543,0.0001448183,0.0001865885],"domain_scores_gemma":[0.9968039,0.000273788,0.002251487,0.0001560839,0.00007436792,0.0004403231],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006927543,0.000104327,0.6555121,0.00008576017,0.0001444303,0.0000299076,0.003429397,0.00004948341,0.00001193032,0.01028152,0.3283167,0.001965122],"study_design_scores_gemma":[0.01481164,0.00270632,0.1607896,0.0005602958,0.0001051139,0.001774169,0.02500074,0.002470975,0.00002794388,0.07172258,0.7192622,0.0007684414],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.886759,0.01622685,0.00163152,0.0846899,0.002062574,0.0001929536,0.0000114885,0.00001172965,0.008413924],"genre_scores_gemma":[0.9828522,0.0004035802,0.001913973,0.01263654,0.00174629,0.000002864194,0.000005635446,0.00002037907,0.0004185291],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4947225,"threshold_uncertainty_score":0.4443304,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3539747000361099,"score_gpt":0.439812092066006,"score_spread":0.08583739202989615,"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."}}