{"id":"W4404940387","doi":"10.1111/jsr.14424","title":"Assessing the psychometric properties of the <scp>Biphasic Sleep Scale</scp> ( <scp>BiSS</scp> ): A novel 16‐item self‐report measure","year":2024,"lang":"en","type":"article","venue":"Journal of Sleep Research","topic":"Sleep and related disorders","field":"Psychology","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Confirmatory factor analysis; Exploratory factor analysis; Psychology; Convergent validity; Clinical psychology; Scale (ratio); Structural equation modeling; Psychometrics; Sleep (system call); Internal consistency; Computer science; Machine learning","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":"codex-gemma-dda1882f352a","candidate_categories":["research_integrity"],"consensus_categories":[],"category_scores_codex":[0.01072603,0.0004415245,0.0006982047,0.002139435,0.0007471826,0.0007471727,0.002050035,0.0006101893,0.00009833997],"category_scores_gemma":[0.005003477,0.0002260149,0.0008027376,0.007302297,0.0008679466,0.0006568416,0.0003294836,0.004578183,0.0001561793],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003392042,"about_ca_system_score_gemma":0.0006398263,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001156365,"about_ca_topic_score_gemma":0.00001892153,"domain_scores_codex":[0.9912788,0.001358411,0.00164373,0.0006464042,0.003761912,0.001310799],"domain_scores_gemma":[0.9923363,0.003461561,0.0007488359,0.001173324,0.001925578,0.0003544092],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002256973,0.01032025,0.1659199,0.001935776,0.02872763,0.002558239,0.1002505,0.001146554,0.09654857,0.003072796,0.39132,0.1979741],"study_design_scores_gemma":[0.01537378,0.003236665,0.2373412,0.007224504,0.004336279,0.02730371,0.2460301,0.005544159,0.02132192,0.003633991,0.427983,0.0006706448],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8924479,0.05386463,0.0007059068,0.002313725,0.004331948,0.0008055017,0.000006967848,0.00008298099,0.0454404],"genre_scores_gemma":[0.9931909,0.0005563141,0.000154973,0.0001522398,0.0009200483,0.0000468243,0.000001603417,0.0001290843,0.004848053],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1973034,"threshold_uncertainty_score":0.9977183,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09032053246426532,"score_gpt":0.3825392752550044,"score_spread":0.2922187427907391,"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."}}