{"id":"W3155503852","doi":"10.2196/25606","title":"Knowledge of Sleep Disorders Among Physicians at a Tertiary Care Hospital in Qatar: Cross-sectional Study","year":2021,"lang":"en","type":"article","venue":"Interactive Journal of Medical Research","topic":"Sleep and related disorders","field":"Psychology","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Respondent; Sleep medicine; Medicine; Cross-sectional study; Family medicine; Sleep (system call); Health care; Alternative medicine; Sleep disorder; Psychiatry; Insomnia","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001932429,0.0001488731,0.0003640915,0.0005791609,0.0001089314,0.00003677844,0.0006118474,0.0002980774,0.003944155],"category_scores_gemma":[0.00243841,0.0001227002,0.0002624918,0.000691334,0.0006312087,0.0002148102,0.0003618829,0.00277964,0.00008536534],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000376498,"about_ca_system_score_gemma":0.0003632451,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000715765,"about_ca_topic_score_gemma":0.002281704,"domain_scores_codex":[0.9951277,0.00136765,0.0008423773,0.0003344348,0.001857618,0.0004702181],"domain_scores_gemma":[0.9961669,0.001832867,0.0002675998,0.0002445769,0.001247307,0.0002407757],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005500863,0.00660607,0.9099465,0.00002417895,0.00094712,0.0009203978,0.04796742,0.00001813992,0.00008985515,0.00002543361,0.001347942,0.03155688],"study_design_scores_gemma":[0.004374134,0.0008531684,0.9063452,0.0002696311,0.00002529914,0.0000480692,0.08693612,0.00006230798,0.0001672364,0.0001297013,0.0006821252,0.000107035],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9872791,0.00357054,0.00003622831,0.0006765965,0.001754033,0.000251826,0.000008287238,0.000005035435,0.006418358],"genre_scores_gemma":[0.9990515,0.0001986563,0.000005810767,0.00002830808,0.0002543764,0.00002037541,0.000005891162,0.00002431497,0.000410808],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0389687,"threshold_uncertainty_score":0.999521,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02442473825798719,"score_gpt":0.4451827450816824,"score_spread":0.4207580068236952,"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."}}