{"id":"W4232222951","doi":"10.24124/2015/bpgub1126","title":"Resilient English speaking Canadians: predictors from the National Longitudinal Survey of Children and Youth","year":2015,"lang":"en","type":"dissertation","venue":"","topic":"Resilience and Mental Health","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Alberta; University of Northern British Columbia","keywords":"Longitudinal study; Psychological resilience; Psychology; Praise; Optimism; Developmental psychology; Structural equation modeling; Demography; Population; National Longitudinal Surveys; Social psychology; Medicine; Sociology","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001307714,0.0003749749,0.0004288896,0.001631866,0.003017137,0.001239322,0.001218847,0.000401589,0.003230615],"category_scores_gemma":[0.00333205,0.0003195644,0.0006010288,0.003977189,0.0003708063,0.0004144613,0.0009442051,0.00124036,0.000528599],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009761878,"about_ca_system_score_gemma":0.01610607,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9818457,"about_ca_topic_score_gemma":0.9896722,"domain_scores_codex":[0.9993666,0.00004189849,0.0000323502,0.00008368665,0.0002622472,0.0002132103],"domain_scores_gemma":[0.9984475,0.0001007491,0.0002103574,0.00006902864,0.0007675176,0.000404814],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003227347,0.0000293142,0.9916131,0.0000212405,0.00003413211,0.00003025495,0.0005964926,0.00007534612,0.00002239239,0.0001197195,0.003700639,0.003724994],"study_design_scores_gemma":[0.000004491626,0.000008290757,0.9968746,0.0000315353,0.00002112476,0.00001763203,0.00136613,0.0001393128,0.0000187043,0.00003693075,0.001474816,0.000006423216],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9717541,0.0006577232,0.0001505142,0.0009880395,0.00003574719,0.00007311458,0.02162328,0.00002005196,0.004697446],"genre_scores_gemma":[0.9787353,0.0009794784,0.0004859491,0.0001475957,0.00001499452,0.00008389339,0.01765045,0.00001213292,0.001890152],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01815426,"threshold_uncertainty_score":0.07082778,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0449364747185069,"score_gpt":0.3634958091435955,"score_spread":0.3185593344250885,"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."}}