{"id":"W2163256248","doi":"10.1186/1471-2431-14-166","title":"Early childhood risk and resilience factors for behavioural and emotional problems in middle childhood","year":2014,"lang":"en","type":"article","venue":"BMC Pediatrics","topic":"Child and Adolescent Psychosocial and Emotional Development","field":"Psychology","cited_by":61,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; Alberta Health Services","funders":"Strong","keywords":"Medicine; Mental health; Psychological intervention; Psychological resilience; Early childhood; Strengths and Difficulties Questionnaire; Public health; Social support; Logistic regression; Protective factor; Clinical psychology; Developmental psychology; Psychiatry; Psychology; Social psychology","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":[],"consensus_categories":[],"category_scores_codex":[0.000257028,0.0001622811,0.0001674,0.0001248245,0.0001776474,0.00004115653,0.00009138486,0.0001159984,0.00002410829],"category_scores_gemma":[0.0001049339,0.0001439688,0.00005411491,0.0001625555,0.00005022211,0.00008086431,0.00003812685,0.0001752486,0.000009034207],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001703295,"about_ca_system_score_gemma":0.00003822631,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001232625,"about_ca_topic_score_gemma":0.0001044675,"domain_scores_codex":[0.99884,0.00006241553,0.0002616775,0.0003826989,0.0001602399,0.0002929145],"domain_scores_gemma":[0.999472,0.0001738176,0.0001021635,0.00009745746,0.00003129337,0.0001232818],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001069437,0.0002972116,0.9915873,0.00003289317,0.000004411184,1.78687e-7,0.003162301,0.000005521475,7.697434e-7,0.001466395,0.0002582826,0.003173993],"study_design_scores_gemma":[0.001374853,0.0001309237,0.9947959,0.00003575861,0.00002012483,0.000003801175,0.0002069878,0.000007894509,6.429262e-7,0.002919317,0.0003103343,0.0001934408],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9971693,0.0004794871,0.0008813477,0.00009099838,0.0005108475,0.0003973269,0.000085656,0.00002917683,0.0003558685],"genre_scores_gemma":[0.9984053,0.0001732596,0.0006078164,0.00006896871,0.0004137992,0.00002017677,0.00004473944,0.0000147613,0.0002511191],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003208574,"threshold_uncertainty_score":0.5870876,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02389157533336786,"score_gpt":0.2453445016504465,"score_spread":0.2214529263170787,"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."}}