{"id":"W2057236957","doi":"10.5664/jcsm.2772","title":"What Can Sleep Medicine Do?","year":2013,"lang":"en","type":"letter","venue":"Journal of Clinical Sleep Medicine","topic":"Medicine and Dermatology Studies History","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"Canadian Sleep & Circadian Network","funders":"","keywords":"Sleep medicine; Medicine; Surprise; Family medicine; Psychiatry; Psychology; Sleep disorder","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":["metaresearch","metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.005464891,0.001225397,0.009396927,0.001309585,0.0001973259,0.0000256292,0.00104381,0.003060904,0.004055561],"category_scores_gemma":[0.01081931,0.000708106,0.001325355,0.0006141028,0.005125856,0.0003588524,0.0001966867,0.0136539,0.0002872409],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003300949,"about_ca_system_score_gemma":0.0006769354,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005209694,"about_ca_topic_score_gemma":0.000008210503,"domain_scores_codex":[0.9842694,0.0009698306,0.008948328,0.0009808129,0.003646553,0.001185109],"domain_scores_gemma":[0.9827382,0.005127521,0.006223247,0.00161551,0.002749929,0.001545612],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004320217,0.0001893321,0.001374184,0.0007428958,0.002328525,0.01615969,0.000557243,3.719205e-7,0.00001391869,0.00001408522,0.9456846,0.03250314],"study_design_scores_gemma":[0.01413522,0.008099608,0.002835077,0.008725628,0.005852219,0.00472594,0.001393411,0.00001708863,0.00000321803,0.0004374118,0.9532526,0.0005225374],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.002153715,0.05869431,0.00007983686,0.8803965,0.03380946,0.000786182,0.000004600449,0.00006484446,0.02401057],"genre_scores_gemma":[0.001272828,0.03027407,0.0002783235,0.8449222,0.1131979,0.00002003759,0.000118385,0.0001651205,0.009751172],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.07938841,"threshold_uncertainty_score":0.999537,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08913752142799979,"score_gpt":0.4011781153913173,"score_spread":0.3120405939633175,"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."}}