{"id":"W4389785936","doi":"10.2196/45910","title":"Sleep Patterns of Premedical Undergraduate Students: Pilot Study and Protocol Evaluation","year":2023,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"Sleep and related disorders","field":"Psychology","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"College of Medicine, University of Cincinnati; University of Cincinnati","keywords":"Pittsburgh Sleep Quality Index; Sleep hygiene; Sleep (system call); Sleep quality; Psychology; Demographics; Protocol (science); Medical education; Medicine; Cognition; Alternative medicine; Demography; Psychiatry","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.1740209,0.001662917,0.002172024,0.002187605,0.003028227,0.001785349,0.002034974,0.00288917,0.007583418],"category_scores_gemma":[0.1193189,0.001475462,0.002427926,0.001829923,0.001930195,0.001515371,0.002152171,0.002121278,0.002089699],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003339341,"about_ca_system_score_gemma":0.01351532,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00114282,"about_ca_topic_score_gemma":0.002681399,"domain_scores_codex":[0.90046,0.07652727,0.01366477,0.002360723,0.004716136,0.002271118],"domain_scores_gemma":[0.8842874,0.04793837,0.01407441,0.01787348,0.03153472,0.004291561],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.1703829,0.1279854,0.0516873,0.01449916,0.001185466,0.001604543,0.02911385,0.003994269,0.01977369,0.003915933,0.01472629,0.5611312],"study_design_scores_gemma":[0.1385036,0.6077909,0.1276055,0.006594663,0.001666837,0.0009078041,0.01641558,0.01260207,0.0154732,0.002704285,0.06922733,0.0005082696],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"empirical","genre_scores_codex":[0.03547805,0.0000816262,0.005374372,0.0001246933,0.00008176987,0.9577984,0.0002010437,0.00006715599,0.0007928776],"genre_scores_gemma":[0.0226751,0.00008882617,0.01596473,0.0001582353,0.00003441487,0.9607754,0.00007435738,0.000009691047,0.0002191601],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1740209,"threshold_uncertainty_score":0.9203217,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1402938048027115,"score_gpt":0.5305118227707253,"score_spread":0.3902180179680138,"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."}}