{"id":"W4394979275","doi":"10.1093/sleep/zsae067.0213","title":"0213 Latent Typologies of College Students’ Sleep-related Habits and Behaviors","year":2024,"lang":"en","type":"article","venue":"SLEEP","topic":"Psychosocial Factors Impacting Youth","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Psychology; Sleep (system call); Clinical psychology; Developmental psychology; Applied psychology; Social psychology; Computer science","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005300387,0.0001139841,0.0001841497,0.000107126,0.0002204856,0.00007831028,0.0002563816,0.0001612758,0.0001922062],"category_scores_gemma":[0.0002206306,0.0001047353,0.00007237268,0.0004433419,0.0003638984,0.0001583973,0.0000801448,0.000173715,0.00004680473],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001092545,"about_ca_system_score_gemma":0.00006091693,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001469386,"about_ca_topic_score_gemma":0.0005265627,"domain_scores_codex":[0.9986583,0.0001349028,0.0002275808,0.000227174,0.0004492029,0.000302826],"domain_scores_gemma":[0.9995108,0.0001412093,0.00006560216,0.0001209471,0.00004804661,0.0001133503],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003344252,0.0002419295,0.8465121,0.00005566758,0.000248056,0.00005144243,0.09491957,0.000005612848,0.001490069,0.03380336,0.003226943,0.01941181],"study_design_scores_gemma":[0.0007374844,0.0002622924,0.9555042,0.0002255115,0.0002607793,0.000003513865,0.02160303,0.00003638344,0.0005583344,0.007018175,0.01326324,0.0005270632],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9890773,0.0008174029,0.000004830072,0.0007877451,0.001805575,0.0002513474,0.00005336729,0.0002125097,0.00698994],"genre_scores_gemma":[0.9983875,0.0001088078,0.00004358547,0.00002484772,0.00007215564,0.000006057096,0.00000284943,0.00001550561,0.001338731],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1089921,"threshold_uncertainty_score":0.4270983,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02622136166760124,"score_gpt":0.3511845722325184,"score_spread":0.3249632105649171,"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."}}