{"id":"W2011856102","doi":"10.1016/j.chc.2006.12.007","title":"Resilience Theory and the Diagnostic and Statistical Manual: Incompatible Bed Fellows?","year":2007,"lang":"en","type":"article","venue":"Child and Adolescent Psychiatric Clinics of North America","topic":"Resilience and Mental Health","field":"Psychology","cited_by":19,"is_retracted":false,"has_abstract":false,"ca_institutions":"Dalhousie University; Nova Scotia Health Authority; Izaak Walton Killam Health Centre","funders":"","keywords":"Operationalization; Psychology; Context (archaeology); Categorical variable; Psychological resilience; Adaptation (eye); Cognitive psychology; Developmental psychology; Applied psychology; Computer science; Social psychology; Epistemology; Machine learning","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":[0.001046354,0.0001945796,0.0003885746,0.0001042907,0.0002524897,0.00001980525,0.000177614,0.00006264183,0.00002657381],"category_scores_gemma":[0.0002799104,0.0001334816,0.00005046852,0.0002854817,0.001360232,0.00005279551,0.00009714416,0.0003610978,0.00001059229],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001053264,"about_ca_system_score_gemma":0.00003073437,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007788309,"about_ca_topic_score_gemma":0.00006130135,"domain_scores_codex":[0.9980434,0.0002564781,0.0006436561,0.0004546035,0.0002059681,0.0003959053],"domain_scores_gemma":[0.9963889,0.002688449,0.0003002609,0.0003221642,0.00002960095,0.0002706861],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001268981,0.000403674,0.6415507,0.0001265438,0.00002234886,0.000006775238,0.0008120275,0.000001288863,2.243736e-7,0.01049981,0.001169425,0.3441382],"study_design_scores_gemma":[0.002231015,0.00046361,0.9885195,0.00008096227,0.00007327882,0.00003511856,0.00153582,0.00002528399,9.283245e-7,0.00192447,0.004944579,0.0001653597],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9812317,0.01193124,0.00273804,0.000880297,0.0004971786,0.0006252831,0.00004435404,0.0000226073,0.002029244],"genre_scores_gemma":[0.9847566,0.01100234,0.0004878698,0.003488261,0.0001597067,0.000006663602,0.00001205328,0.00001426158,0.00007219566],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3469689,"threshold_uncertainty_score":0.5443221,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009496846334876916,"score_gpt":0.3473016670936928,"score_spread":0.3378048207588159,"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."}}