{"id":"W2921494475","doi":"10.1016/j.pmedr.2019.100851","title":"Routinely assessing patients' sleep health is time well spent","year":2019,"lang":"en","type":"article","venue":"Preventive Medicine Reports","topic":"Sleep and related disorders","field":"Psychology","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"Maple Leaf Medical Clinic; Agricultural Research Institute of Ontario; University of Ottawa","funders":"CHEO Research Institute","keywords":"Alertness; Sleep (system call); Medicine; Sleep quality; Sleep medicine; Sleep debt; Psychiatry; Physical therapy; Sleep disorder; Insomnia; Computer science","routes":{"ca_aff":true,"ca_fund":true,"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":["insufficient_payload"],"category_scores_codex":[0.0008286804,0.0002643599,0.0005345959,0.0001727099,0.00009411905,0.00001441766,0.000117031,0.0001414404,0.0250257],"category_scores_gemma":[0.00007438064,0.0002029512,0.0001406599,0.0002888406,0.00009899668,0.0001160142,0.00006727123,0.000334768,0.001969239],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001023039,"about_ca_system_score_gemma":0.00006239943,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003285718,"about_ca_topic_score_gemma":0.000002224789,"domain_scores_codex":[0.99722,0.0002201124,0.0008885064,0.0006814359,0.0004782641,0.0005117186],"domain_scores_gemma":[0.9981151,0.00008615446,0.0008331516,0.0006337456,0.0001263469,0.0002055348],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005523435,0.001248702,0.7638049,0.00006582713,0.000993382,0.0002644235,0.007207444,0.000009425596,0.00006813819,0.0001056333,0.1606882,0.06548873],"study_design_scores_gemma":[0.007253431,0.001585708,0.819813,0.001025895,0.0005245425,0.0003308503,0.00321857,0.0001924706,0.0001045016,0.001726316,0.1633644,0.0008604084],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6634805,0.002487479,0.0004670465,0.003052595,0.004325623,0.001142389,0.000002155326,0.0001204397,0.3249218],"genre_scores_gemma":[0.9644513,0.0000504683,0.0000506775,0.001851921,0.0001953717,0.00001985704,0.0001047829,0.00004673488,0.03322884],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3009709,"threshold_uncertainty_score":0.9988078,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01094975184827216,"score_gpt":0.3159133535516073,"score_spread":0.3049636017033351,"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."}}