{"id":"W4410502833","doi":"10.1093/sleep/zsaf090.0485","title":"0485 Patterns of Nighttime Caregiving and Parent-Infant Sleep Outcomes: A Latent Class Analysis","year":2025,"lang":"en","type":"article","venue":"SLEEP","topic":"Sleep and related disorders","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; University of Victoria","funders":"","keywords":"Latent class model; Developmental psychology; Psychology; Sleep (system call); Medicine; Statistics","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":[],"consensus_categories":[],"category_scores_codex":[0.0001626712,0.0002269544,0.000527509,0.0005615563,0.00008444329,0.00002316065,0.0002154455,0.0002287983,0.0008358778],"category_scores_gemma":[0.0000277086,0.0001833218,0.0003086036,0.0006880224,0.00007387052,0.00004589012,0.0001046755,0.0002196921,0.00004792231],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003436371,"about_ca_system_score_gemma":0.00001250371,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001292991,"about_ca_topic_score_gemma":0.0004996619,"domain_scores_codex":[0.998411,0.0001168137,0.0004578119,0.0004541329,0.0001844503,0.0003758145],"domain_scores_gemma":[0.9990163,0.0001208178,0.0001535748,0.0005534039,0.00006339354,0.00009251396],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003701884,0.000238276,0.9785002,0.00003055647,0.007453556,0.000020134,0.002669119,0.0002159365,0.00003131212,0.001795297,0.0003632287,0.008645335],"study_design_scores_gemma":[0.002706623,0.0000766887,0.9846312,0.00005256955,0.004278455,0.000002360781,0.003391642,0.001961614,0.00004564223,0.0002413756,0.002291176,0.0003206398],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9812245,0.002202802,0.002666186,0.0007918626,0.0008764963,0.0002522229,0.00003876239,0.00007868023,0.01186851],"genre_scores_gemma":[0.9973038,0.00007555023,0.00003486407,0.0003451755,0.00001541894,0.00003258396,0.00003520846,0.00001683639,0.002140493],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01607939,"threshold_uncertainty_score":0.9152276,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00990354303901806,"score_gpt":0.2838863042170752,"score_spread":0.2739827611780571,"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."}}