{"id":"W4302012046","doi":"10.32920/ryerson.14668446","title":"Preferences for sleep tip information","year":2022,"lang":"en","type":"preprint","venue":"","topic":"Behavioral and Psychological Studies","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Insomnia; Sleep (system call); Cognition; Population; Psychology; Clinical psychology; 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":[0.002268616,0.0001699229,0.0002042635,0.0005430163,0.0005504763,0.0009769645,0.000194577,0.000519097,0.05224168],"category_scores_gemma":[0.01245694,0.00008910632,0.0004896692,0.0004642336,0.0001588501,0.000652917,0.0005461523,0.0006599158,0.005251767],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006506516,"about_ca_system_score_gemma":0.0006766227,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005233737,"about_ca_topic_score_gemma":0.01399668,"domain_scores_codex":[0.9991513,0.0002613572,0.00008794518,0.00005312264,0.0002876336,0.0001585815],"domain_scores_gemma":[0.994751,0.003202807,0.0003891764,0.0002461276,0.0006161112,0.0007947142],"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":[0.003780197,0.001667166,0.3017807,0.001410312,0.0002005577,0.001346493,0.008991802,0.0006659228,0.005327251,0.002985193,0.07400427,0.5978401],"study_design_scores_gemma":[0.0005180558,0.002336982,0.6709555,0.0006637846,0.0003484998,0.003559303,0.02166708,0.002788851,0.003105594,0.002977547,0.2908823,0.0001965152],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8436146,0.001604483,0.003256187,0.005804609,0.0004081113,0.0005384238,0.006295651,0.000304745,0.1381731],"genre_scores_gemma":[0.9576302,0.001167543,0.004049497,0.003027088,0.000132379,0.0003157241,0.002200252,0.00008411575,0.03139318],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05224168,"threshold_uncertainty_score":0.1747658,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3616513135595646,"score_gpt":0.4021543324376211,"score_spread":0.04050301887805652,"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."}}