{"id":"W2896720936","doi":"10.7717/peerj.5750","title":"Alcohol consumption and sleep deprivation among Ghanaian adults: Ghana Demographic and Health Survey","year":2018,"lang":"en","type":"article","venue":"PeerJ","topic":"Sleep and related disorders","field":"Psychology","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Odds; Demography; Odds ratio; Medicine; Cross-sectional study; Logistic regression; Socioeconomic status; Alcohol consumption; Sleep deprivation; Environmental health; Gerontology; Alcohol; Population; Psychiatry; Internal medicine; Biology","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":[0.0005865176,0.0001288025,0.0001599186,0.0001835871,0.0002022204,0.000028771,0.00006454904,0.0001738986,0.0002029964],"category_scores_gemma":[0.000045728,0.0001220952,0.00002437883,0.0002209981,0.0003218589,0.00008300937,0.00002681598,0.0001487484,0.00008366104],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001325915,"about_ca_system_score_gemma":0.000009047911,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005931597,"about_ca_topic_score_gemma":0.01190671,"domain_scores_codex":[0.9989011,0.0001414695,0.000217085,0.0003557541,0.0001086355,0.0002759496],"domain_scores_gemma":[0.9993947,0.00007414853,0.0001109608,0.0002054405,0.00007201534,0.0001427602],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007026596,0.00005390221,0.9184579,0.00001375145,0.0001474872,0.000001332399,0.001874559,1.845379e-7,0.000004011411,0.0002913054,0.003130676,0.07595467],"study_design_scores_gemma":[0.001678911,0.0001633959,0.996953,0.0000314995,0.00003493849,0.000009668584,0.000369509,0.0002238689,0.000006789424,0.0001371353,0.0002531781,0.000138109],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9934412,0.003619233,0.0003959494,0.0006402435,0.0004517994,0.0003014889,0.0000159566,0.0000823525,0.001051788],"genre_scores_gemma":[0.9986714,0.0004196223,0.00006329158,0.0005314631,0.00006503263,0.00001409282,0.00008520032,0.00001882895,0.0001310823],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07849514,"threshold_uncertainty_score":0.896684,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0379609188704291,"score_gpt":0.3228259407041319,"score_spread":0.2848650218337028,"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."}}