{"id":"W4292053117","doi":"10.1080/21635781.2022.2098886","title":"Introduction: Resilience in Military Families","year":2022,"lang":"en","type":"article","venue":"Military Behavioral Health","topic":"Resilience and Mental Health","field":"Psychology","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Department of National Defence","funders":"","keywords":"Operationalization; Military personnel; Stressor; Military psychology; Family resilience; Resilience (materials science); Psychological resilience; Psychology; Construct (python library); Political science; Social psychology; Psychiatry","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001188817,0.0002426014,0.0004046118,0.0003868444,0.000674555,0.00000259229,0.000448426,0.00006404972,0.004668722],"category_scores_gemma":[0.000005061914,0.0002675379,0.00009497431,0.0009311189,0.0002000728,0.0002094084,0.0001964734,0.0007795112,0.0002283738],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001001873,"about_ca_system_score_gemma":0.0003652615,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.08696309,"about_ca_topic_score_gemma":0.01178943,"domain_scores_codex":[0.9959519,0.0008198755,0.0007786038,0.000909074,0.0005233316,0.001017217],"domain_scores_gemma":[0.9987733,0.00003784641,0.00006723799,0.0008030435,0.00002362799,0.000294977],"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":[0.001802338,0.006537799,0.2326531,0.0002348835,0.00001289968,0.0005287401,0.06993669,0.00231556,0.0002794585,0.001364603,0.2926584,0.3916755],"study_design_scores_gemma":[0.002051115,0.006492771,0.7076994,0.00003337651,0.00001198849,0.0004257263,0.1877489,0.0001290754,0.00003785603,0.0003654834,0.0943497,0.000654578],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9746423,0.01450175,0.000006936017,0.006399517,0.002683674,0.0008642605,0.0001119189,0.0001109586,0.0006787342],"genre_scores_gemma":[0.9925621,0.0005315027,0.0002473043,0.002376935,0.0003427195,0.0004889222,0.0001567213,0.00002980683,0.003264039],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4750463,"threshold_uncertainty_score":0.9999777,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03416781999822291,"score_gpt":0.3984570701165097,"score_spread":0.3642892501182868,"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."}}