{"id":"W2145039187","doi":"10.1002/icd.527","title":"A model for predicting behavioural sleep problems in a random sample of Australian pre‐schoolers","year":2007,"lang":"en","type":"article","venue":"Infant and Child Development","topic":"Sleep and related disorders","field":"Psychology","cited_by":48,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Psychology; Checklist; Sleep (system call); Developmental psychology; Population; Child Behavior Checklist; Depression (economics); Distress; Clinical psychology; Demography","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":[0.01521929,0.001451693,0.001495947,0.002356062,0.001277039,0.001860098,0.002991057,0.001982672,0.006640874],"category_scores_gemma":[0.01765172,0.001205583,0.002498404,0.001212211,0.001178444,0.001026819,0.001727166,0.002802971,0.001433132],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001291841,"about_ca_system_score_gemma":0.001798431,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05404779,"about_ca_topic_score_gemma":0.02052935,"domain_scores_codex":[0.9957709,0.002822087,0.0001682275,0.0006902141,0.0002371929,0.0003114641],"domain_scores_gemma":[0.9921401,0.005087601,0.0008177774,0.0006552631,0.0006988346,0.0006004005],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002193865,0.0009711268,0.9420626,0.00008983891,0.001710226,0.0008147112,0.001221584,0.03229638,0.0003107764,0.001268192,0.0026177,0.01444299],"study_design_scores_gemma":[0.0008411146,0.001396821,0.2349717,0.0001361758,0.0008236189,0.0006799961,0.001105663,0.7546059,0.0001324579,0.003880483,0.001346778,0.00007926888],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9892191,0.0002622638,0.00803301,0.0008065801,0.00008171559,0.0002420749,0.0007680313,0.000095244,0.0004919651],"genre_scores_gemma":[0.9893516,0.0001957319,0.005704314,0.0001430134,0.00004770454,0.0005572792,0.001553783,0.00002117314,0.002425415],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05404779,"threshold_uncertainty_score":0.1074664,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02474941458128607,"score_gpt":0.2794850930848436,"score_spread":0.2547356785035575,"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."}}