{"id":"W4402718839","doi":"10.2196/64063","title":"The Role of Relevance in Shaping Perceptions of Sleep Hygiene Games Among University Students: Mixed Methods Study","year":2024,"lang":"en","type":"article","venue":"JMIR Serious Games","topic":"Educational Games and Gamification","field":"Psychology","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"","keywords":"Preprint; Relevance (law); Hygiene; Sleep hygiene; Perception; Psychology; Medical education; Medicine; Sleep quality; Political science; Computer science; World Wide Web; Cognition; Psychiatry","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.0007091613,0.0001159107,0.0002035161,0.0001785575,0.00006827177,0.00002975936,0.0004016203,0.00006767808,0.0001077784],"category_scores_gemma":[0.00007417688,0.00009882714,0.00007514074,0.0005369175,0.0001687264,0.0001105694,0.00008370474,0.0001778621,0.00001759247],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007894586,"about_ca_system_score_gemma":0.0000389676,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003709968,"about_ca_topic_score_gemma":0.0005271256,"domain_scores_codex":[0.9985105,0.0004686077,0.0003323322,0.0003079239,0.0001982124,0.0001824439],"domain_scores_gemma":[0.9987254,0.0005888894,0.0001318317,0.0004158498,0.0001022782,0.00003574143],"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":[0.0001009731,0.001312206,0.3680248,0.00005608469,0.0002858381,0.000006829273,0.07729823,0.0000905456,0.005311157,0.008807099,0.0004885764,0.5382177],"study_design_scores_gemma":[0.0001987565,0.0001307832,0.8380465,0.00005517576,0.00003111947,0.000001625469,0.1458875,0.0001525191,0.0001006184,0.0004655603,0.0148476,0.00008227892],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9940948,0.002811654,0.0001685601,0.0002532446,0.0005096435,0.0005674153,0.0000106894,0.0000419141,0.001542113],"genre_scores_gemma":[0.9963225,0.0001936402,0.0006183229,0.00000729571,0.00004158518,0.00006508905,0.00000509375,0.00001620134,0.00273027],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5381354,"threshold_uncertainty_score":0.4030054,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01698997982274347,"score_gpt":0.3786331460370909,"score_spread":0.3616431662143474,"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."}}