{"id":"W2740586634","doi":"","title":"Australian and New Zealand Birth Cohort Studies: Breadth, Quality and Contributions","year":2004,"lang":"en","type":"article","venue":"Griffith Research Online (Griffith University, Queensland, Australia)","topic":"Health, Environment, Cognitive Aging","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Brock University","funders":"","keywords":"Cohort; Cohort study; Data collection; Productivity; Longitudinal study; Competence (human resources); Geography; Medicine; Demography; Gerontology; Environmental health; Psychology; Economic growth; Social psychology; Sociology; Economics","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.002577558,0.0004835691,0.00066585,0.0003382062,0.001045365,0.0001128572,0.0004950577,0.0003495048,0.0004385299],"category_scores_gemma":[0.0005336989,0.0004782359,0.0000946599,0.0009912527,0.002177101,0.0006536774,0.0009593945,0.001490077,0.0002605999],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001290629,"about_ca_system_score_gemma":0.0002304439,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.03760952,"about_ca_topic_score_gemma":0.02237382,"domain_scores_codex":[0.9942579,0.0008316726,0.0005206495,0.001485694,0.001314506,0.001589584],"domain_scores_gemma":[0.9969888,0.0005229653,0.0001987959,0.000665324,0.0001424518,0.001481619],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003186311,0.0004722171,0.9766818,0.0001155608,0.0003286507,0.0004389289,0.001680082,0.000399537,0.001238454,0.001058184,0.01445377,0.002814195],"study_design_scores_gemma":[0.004176442,0.0003953968,0.9354653,0.0001438577,0.00009078392,0.00007888231,0.003184317,0.00001220622,0.0002080882,0.001806813,0.05387023,0.0005677194],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9784717,0.0001083311,0.0001184275,0.01857165,0.00008946164,0.001227452,0.0008984397,0.0001074748,0.0004070616],"genre_scores_gemma":[0.9629025,0.003716282,0.001897991,0.0002819444,0.0002273355,0.000006832624,0.0001759734,0.00004639952,0.0307447],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04121653,"threshold_uncertainty_score":0.9997669,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1962454592912629,"score_gpt":0.4306890553260154,"score_spread":0.2344435960347526,"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."}}