{"id":"W4402862370","doi":"10.29311/lwps2024114743","title":"Resilience","year":2024,"lang":"en","type":"article","venue":"LIAS Working Paper Series","topic":"Resilience and Mental Health","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"","keywords":"Resilience (materials science); Psychology; Geology; Physics","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001392501,0.0001066846,0.0001010449,0.00005602237,0.0001258914,0.00008886576,0.000162445,0.00006695111,0.001567689],"category_scores_gemma":[0.000007451308,0.00008923053,0.00004504735,0.0003047589,0.0001058319,0.0002113633,0.00003786756,0.0001687248,0.001845435],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000294021,"about_ca_system_score_gemma":0.00003853054,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000773188,"about_ca_topic_score_gemma":0.0000842846,"domain_scores_codex":[0.9989965,0.00004398058,0.0001599488,0.0003230957,0.0001354556,0.0003410502],"domain_scores_gemma":[0.9995679,0.00006488634,0.00001686366,0.0002715572,0.000006337433,0.000072502],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001605711,0.00007122596,0.01816958,0.0001320037,0.00004923936,0.0004848067,0.01904322,0.000006345327,0.002510889,0.3203771,0.04790846,0.5910866],"study_design_scores_gemma":[0.00006343285,0.0001138081,0.03002905,0.0002285821,0.00000739091,0.0001147347,0.002235654,0.000002982477,0.0003931192,0.001762813,0.9649038,0.0001446339],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.34983,0.01589467,0.00006891628,0.003473862,0.007929488,0.0002238239,0.000003014083,0.000593055,0.6219832],"genre_scores_gemma":[0.9239969,0.0002129005,0.0002291807,0.0009077055,0.0003329853,0.00003746709,0.000002449739,0.00001790695,0.07426246],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9169953,"threshold_uncertainty_score":0.999345,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02800316316953411,"score_gpt":0.3633837944289088,"score_spread":0.3353806312593747,"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."}}