{"id":"W4296312753","doi":"10.1332/175795921x16599509057666","title":"A study protocol for community implementation of a new mental health monitoring system spanning early childhood to young adulthood","year":2022,"lang":"en","type":"article","venue":"Longitudinal and Life Course Studies","topic":"Child and Adolescent Health","field":"Health Professions","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Providence Health Care Research Institute; University of British Columbia","funders":"National Health and Medical Research Council; Deakin University; Murdoch Children's Research Institute; Department of Education and Training; Strong; David and Elaine Potter Foundation; Medical Research Council; Children’s Hospital of Wisconsin Research Institute","keywords":"Mental health; Early childhood; Life course approach; Promotion (chess); Formative assessment; Metropolitan area; Psychology; Gerontology; Census; Population; Developmental psychology; Medicine; Political science; Environmental health; Psychiatry","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.001493085,0.0002257879,0.0006210521,0.0001094013,0.005615724,0.00001195281,0.0001627924,0.0000232579,0.000009864659],"category_scores_gemma":[0.00005494527,0.0001994226,0.00006795896,0.0002489823,0.00002573094,0.000088855,0.0005926131,0.0005861909,0.000001655082],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003063634,"about_ca_system_score_gemma":0.0006594263,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003987395,"about_ca_topic_score_gemma":0.0009636054,"domain_scores_codex":[0.9971048,0.0008318151,0.0008323551,0.0002991974,0.000388759,0.0005430807],"domain_scores_gemma":[0.9986394,0.0001682189,0.0005100879,0.0002281615,0.0001567119,0.0002974287],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002593001,0.0004673122,0.6922631,0.001023445,0.0001977488,9.744518e-7,0.3000101,0.000003899618,0.000002531907,0.0001172211,0.003523511,0.002130845],"study_design_scores_gemma":[0.003193062,0.001771204,0.5189945,0.000661203,0.00003272336,0.000001938593,0.4750178,8.891025e-7,0.000002021969,0.000007799424,0.0002300421,0.00008677244],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8450832,0.0003230863,0.00002529506,0.002220861,0.0005208299,0.1516025,0.0001260044,0.00007713302,0.00002108562],"genre_scores_gemma":[0.9402595,0.00001125482,0.0001961306,0.0002059354,0.000550662,0.05868416,0.00000779153,0.0000257339,0.00005883347],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1750077,"threshold_uncertainty_score":0.9956788,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1642911549349527,"score_gpt":0.5079825304742331,"score_spread":0.3436913755392805,"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."}}