{"id":"W2329374998","doi":"10.1017/s0954579415001054","title":"Mental health trajectories from adolescence to adulthood: Language disorder and other childhood and adolescent risk factors","year":2015,"lang":"en","type":"article","venue":"Development and Psychopathology","topic":"Language Development and Disorders","field":"Psychology","cited_by":29,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Centre for Addiction and Mental Health","funders":"Canadian Institutes of Health Research","keywords":"Psychology; Developmental psychology; Mental health; Clinical psychology; Psychiatry","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0003565351,0.0003713613,0.000401691,0.0001829724,0.000232412,0.00005392407,0.000137109,0.0001545411,0.0001363783],"category_scores_gemma":[0.00004285449,0.0003161205,0.00002536696,0.0001728474,0.0001319303,0.0000775751,0.0001145833,0.0002292162,0.00005109864],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003664421,"about_ca_system_score_gemma":0.00008383207,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004965465,"about_ca_topic_score_gemma":0.0005550308,"domain_scores_codex":[0.9979371,0.0002114958,0.0003900341,0.0007468269,0.0001853958,0.000529086],"domain_scores_gemma":[0.999074,0.00004422061,0.0001411167,0.0002263524,0.00002566541,0.0004886919],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001484354,0.0001655128,0.6796253,0.00001174055,0.00004285935,0.00001030219,0.2422694,8.60942e-8,0.00001485857,0.00007311296,0.003357336,0.0742811],"study_design_scores_gemma":[0.002497653,0.0001657541,0.9163078,0.00005789287,0.00001220399,0.00002905805,0.04806096,9.263482e-7,0.00003010747,0.00009764297,0.0322997,0.0004402857],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9888678,0.007596335,0.0003907785,0.0007726974,0.0009290999,0.0005433141,0.0001157613,0.00009909557,0.0006851703],"genre_scores_gemma":[0.9915752,0.000218026,0.0042607,0.003254153,0.00009793765,0.00005118954,0.0001189296,0.00004689421,0.0003769907],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2366826,"threshold_uncertainty_score":0.9999291,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01581725517812962,"score_gpt":0.2857571835014109,"score_spread":0.2699399283232813,"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."}}