{"id":"W2890184876","doi":"10.1136/bmjopen-2018-021967","title":"Impact of fatigue and insufficient sleep on physician and patient outcomes: a systematic review","year":2018,"lang":"en","type":"review","venue":"BMJ Open","topic":"Sleep and Work-Related Fatigue","field":"Psychology","cited_by":135,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Sleep & Circadian Network; Canadian Medical Association; University of Alberta","funders":"Canadian Medical Association","keywords":"Medicine; Sleep (system call); MEDLINE; Alternative medicine; Family medicine; Pathology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0348884,0.002185557,0.01405101,0.01490397,0.0008737723,0.003956217,0.002551405,0.002479893,0.004110984],"category_scores_gemma":[0.1261868,0.001840498,0.01370174,0.01245863,0.001363534,0.003725314,0.001874138,0.001689789,0.0002715849],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00643651,"about_ca_system_score_gemma":0.01626216,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009207509,"about_ca_topic_score_gemma":0.02565622,"domain_scores_codex":[0.9676822,0.01304634,0.01187509,0.002075109,0.004787747,0.0005334526],"domain_scores_gemma":[0.8669676,0.1022325,0.02125741,0.001680812,0.00717502,0.0006865721],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0002520538,0.00002120811,0.00178156,0.9454319,0.03092486,0.00006798931,0.0001738325,0.0001148946,0.00005989962,0.0001374235,0.0006711024,0.02036318],"study_design_scores_gemma":[0.0003852,0.0002909774,0.0080244,0.8193222,0.1645319,0.0002553287,0.0002345769,0.000164085,0.0001293452,0.0003452784,0.006267054,0.00004971212],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001784106,0.996369,0.0002622675,0.000303131,0.0001064813,0.0006091044,0.0003820898,0.000009092938,0.0001747468],"genre_scores_gemma":[0.04819037,0.9447877,0.002366703,0.0009974334,0.0002686697,0.002809428,0.0004229945,0.00001253896,0.0001442479],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.0348884,"threshold_uncertainty_score":0.1845097,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1487553240042698,"score_gpt":0.4864138270503243,"score_spread":0.3376585030460545,"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."}}