{"id":"W7048150381","doi":"","title":"How well can poor child development be predicted from early life characteristics?. A whole-of-population data linkage study","year":2016,"lang":"en","type":"article","venue":"UWA Profiles and Research Repository (University of Western Australia)","topic":"Superconducting and THz Device Technology","field":"Physics and Astronomy","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"Centre for Global Health Research","funders":"","keywords":"Linkage (software); Child development; Identification (biology); Longitudinal data; Poverty; Child health","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":[0.01055901,0.0005357134,0.0008383324,0.001822697,0.001439914,0.001545811,0.001548132,0.001306357,0.00166631],"category_scores_gemma":[0.03361284,0.0006459056,0.001257622,0.005487307,0.0006240856,0.002156666,0.002000214,0.001249742,0.0005523004],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005991192,"about_ca_system_score_gemma":0.001238939,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04210421,"about_ca_topic_score_gemma":0.03885564,"domain_scores_codex":[0.9936131,0.004208532,0.0004810075,0.0008710191,0.0004554924,0.0003707958],"domain_scores_gemma":[0.986214,0.004810334,0.004079578,0.002417296,0.001659009,0.0008198615],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009624973,0.0000430816,0.9952766,0.00002488329,0.0005201842,0.00006078829,0.0005352888,0.00008135442,0.00005207398,0.000128272,0.0004551769,0.002726165],"study_design_scores_gemma":[0.00001997663,0.0001788094,0.9946608,0.00007476133,0.0007993611,0.000169101,0.00154068,0.0005052937,0.0001141558,0.0003639025,0.001555559,0.00001756869],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9918438,0.001002496,0.0009640384,0.0007814753,0.00003368703,0.00002959764,0.003967503,0.00001191231,0.001365565],"genre_scores_gemma":[0.9955609,0.0004628368,0.000842765,0.000224092,0.00001887037,0.00007083923,0.002225385,0.0000131003,0.0005812597],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04210421,"threshold_uncertainty_score":0.0837183,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08549395249764273,"score_gpt":0.2960978521409625,"score_spread":0.2106038996433198,"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."}}