{"id":"W4302012071","doi":"10.32920/ryerson.14668446.v1","title":"Preferences for sleep tip information","year":2022,"lang":"en","type":"preprint","venue":"","topic":"Sleep and related disorders","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Insomnia; Sleep (system call); Psychology; Cognition; Population; Clinical psychology; Qualitative research; Cognitive behavioral therapy for insomnia; Medicine; Psychiatry; Cognitive behavioral therapy; Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.002316471,0.000169683,0.0002063971,0.0005395632,0.0005568659,0.00100237,0.0001949008,0.0005383414,0.05144317],"category_scores_gemma":[0.0128183,0.00009042703,0.0004950679,0.0004621201,0.0001669868,0.0006883033,0.0005645762,0.0006822502,0.00509615],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006639264,"about_ca_system_score_gemma":0.0006902661,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005211392,"about_ca_topic_score_gemma":0.01361111,"domain_scores_codex":[0.999139,0.0002697772,0.00009004301,0.00005372265,0.0002870666,0.0001604049],"domain_scores_gemma":[0.9945738,0.003351381,0.0003984608,0.0002480008,0.0006193735,0.0008089879],"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":[0.003675211,0.001610553,0.3037861,0.001480617,0.0002078924,0.001411799,0.009883644,0.0006946079,0.005093332,0.003166634,0.07599065,0.592999],"study_design_scores_gemma":[0.0005272749,0.002242126,0.6605149,0.00070869,0.000355492,0.003750036,0.02383227,0.002879753,0.002955192,0.00318053,0.298853,0.0002007957],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8407507,0.00170097,0.003222396,0.006207943,0.0004215375,0.0005361318,0.00632992,0.000300542,0.1405298],"genre_scores_gemma":[0.9586681,0.001220104,0.003937141,0.00309059,0.0001356244,0.0003106596,0.002157022,0.00008245206,0.03039829],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05144317,"threshold_uncertainty_score":0.1720946,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0298392282952714,"score_gpt":0.3141034454783915,"score_spread":0.2842642171831201,"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."}}