{"id":"W2075804624","doi":"10.5664/jcsm.4370","title":"Sleep Disturbances among Medical Students: A Global Perspective","year":2015,"lang":"en","type":"review","venue":"Journal of Clinical Sleep Medicine","topic":"Sleep and related disorders","field":"Psychology","cited_by":451,"is_retracted":false,"has_abstract":false,"ca_institutions":"Foothills Medical Centre; University of Calgary","funders":"","keywords":"Sleep (system call); Medicine; Intervention (counseling); Perspective (graphical); Medical education; Population; Etiology; Sleep disorder; Gerontology; Psychiatry; Family medicine; Insomnia; Environmental health","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","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.01301888,0.0008604976,0.007687577,0.0003263586,0.00009042789,0.00004342619,0.003239596,0.002635333,0.004568564],"category_scores_gemma":[0.01164556,0.0004745126,0.002323317,0.001069845,0.001989798,0.0001530375,0.0003173776,0.005049199,0.0004225899],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005428679,"about_ca_system_score_gemma":0.0007017411,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001916153,"about_ca_topic_score_gemma":0.0000565427,"domain_scores_codex":[0.9845033,0.002450938,0.006893735,0.0008224234,0.004595827,0.0007337303],"domain_scores_gemma":[0.9877889,0.002714584,0.005517219,0.0007586788,0.001170723,0.002049949],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002984286,0.001742964,0.004468314,0.0003800524,0.01068514,0.002136859,0.0004101553,4.473323e-7,2.03673e-10,0.0009338252,0.0802678,0.898676],"study_design_scores_gemma":[0.008654888,0.002591587,0.001568978,0.01237753,0.01171164,0.001002035,0.002503653,0.000003394086,4.700947e-10,0.001147966,0.9579694,0.0004689154],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001262339,0.9396002,0.0001896098,0.001991357,0.02053928,0.0006145713,0.00001719096,0.00004423275,0.03687729],"genre_scores_gemma":[0.0003087287,0.9873666,0.00003612444,0.0008631941,0.01074222,0.00002148889,0.00001857936,0.00007624368,0.0005668244],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8982071,"threshold_uncertainty_score":0.9997706,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1087190155125355,"score_gpt":0.542051591012261,"score_spread":0.4333325754997254,"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."}}