{"id":"W4409735413","doi":"10.1145/3706598.3713591","title":"User Preferences for Interaction Timing in Smartwatch Sleep Hygiene Games","year":2025,"lang":"en","type":"article","venue":"","topic":"Innovative Human-Technology Interaction","field":"Computer Science","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"Carleton University","funders":"Japan Society for the Promotion of Science","keywords":"Smartwatch; Sleep hygiene; Computer science; Human–computer interaction; Wearable computer; Applied psychology; Psychology; Embedded system; Cognition; Sleep quality","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000821802,0.000346623,0.0002360336,0.0004364935,0.0001732176,0.0008685514,0.0001863512,0.0003514689,0.006272119],"category_scores_gemma":[0.01116165,0.000178416,0.000253509,0.0001514338,0.00009279071,0.0004527349,0.0003164858,0.0002990684,0.0006220627],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001216067,"about_ca_system_score_gemma":0.0001211535,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008101476,"about_ca_topic_score_gemma":0.001795449,"domain_scores_codex":[0.9995358,0.0001754035,0.00005414041,0.00005703471,0.0001159354,0.00006170047],"domain_scores_gemma":[0.9947788,0.0036939,0.0004278063,0.000129538,0.0004540591,0.0005159039],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.03119947,0.003385952,0.5923525,0.001163746,0.0006224883,0.0008192065,0.007841167,0.002934269,0.1654736,0.001130756,0.003539614,0.1895373],"study_design_scores_gemma":[0.0003928292,0.006252886,0.9551807,0.0001045698,0.0004263952,0.0008849466,0.004907086,0.01568422,0.01211655,0.0006166582,0.0032918,0.0001414103],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9967226,0.00005042624,0.001199747,0.00002764387,0.00001348017,0.00003181915,0.00009433593,0.00007112515,0.001788882],"genre_scores_gemma":[0.9966596,0.00004775252,0.001877251,0.00004453096,0.000007226769,0.00004437656,0.0001384695,0.00004168236,0.001139026],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006272119,"threshold_uncertainty_score":0.02098227,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03542467029179112,"score_gpt":0.3255946546778097,"score_spread":0.2901699843860185,"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."}}