{"id":"W4281297291","doi":"10.1027/1015-5759/a000712","title":"Measuring Italian Resilience","year":2022,"lang":"en","type":"article","venue":"European Journal of Psychological Assessment","topic":"Resilience and Mental Health","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Psychology; Convergent validity; Confirmatory factor analysis; Extraversion and introversion; Big Five personality traits; Measurement invariance; Personality; Psychological resilience; Temperament; Trait; Incremental validity; Emotionality; Developmental psychology; Criterion validity; Optimism; Construct validity; Social psychology; Psychometrics; Structural equation modeling; Internal consistency; Statistics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003414717,0.0001438336,0.0002385634,0.000142316,0.0003183176,0.00003144783,0.0008234048,0.00001601597,0.005635244],"category_scores_gemma":[0.00002267054,0.0001113149,0.0001657983,0.0002880241,0.00009069435,0.0000993659,0.0001717781,0.0008287524,0.0001907658],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001759296,"about_ca_system_score_gemma":0.00003537397,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003167487,"about_ca_topic_score_gemma":2.633909e-7,"domain_scores_codex":[0.9957213,0.002123107,0.0007394667,0.0003051746,0.0007153188,0.0003956323],"domain_scores_gemma":[0.9987793,0.00006951324,0.000507955,0.000328395,0.00005676116,0.0002580872],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.001865493,0.009194233,0.07955839,0.00003562142,0.0002196495,0.01957716,0.005137568,0.001199119,0.01282796,0.02041258,0.148476,0.7014962],"study_design_scores_gemma":[0.001790614,0.007113314,0.8810408,0.00002909358,0.0000202225,0.003048931,0.005351731,0.000006576996,0.00003232179,0.0004131673,0.1009154,0.0002378231],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7372,0.0003117069,0.001375682,0.0009626077,0.002226286,0.0001269174,0.000004507142,0.00002301829,0.2577693],"genre_scores_gemma":[0.994464,0.00002375359,0.00198115,0.001436692,0.0002611656,0.000007236761,0.000001297515,0.00001923701,0.001805497],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8014824,"threshold_uncertainty_score":0.9952738,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1149175598092413,"score_gpt":0.4404062262229738,"score_spread":0.3254886664137325,"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."}}