{"id":"W2983079859","doi":"10.3389/fpsyt.2019.00729","title":"Prediction and Understanding of Resilience in Albertan Families: Longitudinal Study of Disaster Responses (PURLS) – Protocol","year":2019,"lang":"en","type":"article","venue":"Frontiers in Psychiatry","topic":"Resilience and Mental Health","field":"Psychology","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; University of Alberta; University of Lethbridge; University of Calgary","funders":"Alberta Innovates; Children's Hospital Foundation; University of Calgary; Alberta Children's Hospital Foundation; Max Bell Foundation","keywords":"Mental health; Stressor; Psychology; Psychological resilience; Population; Socioeconomic status; Natural disaster; Developmental psychology; Medicine; Clinical psychology; Environmental health; Psychiatry; Geography; Social psychology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01230532,0.002503555,0.001640342,0.001866928,0.008875029,0.001778568,0.003529962,0.001892964,0.02392356],"category_scores_gemma":[0.008099562,0.0025292,0.001659321,0.002080174,0.001721103,0.001162283,0.002461469,0.003549024,0.004761466],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01942321,"about_ca_system_score_gemma":0.04290565,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.305318,"about_ca_topic_score_gemma":0.4189978,"domain_scores_codex":[0.9953511,0.001916812,0.0004218821,0.0007528533,0.0005670444,0.0009902981],"domain_scores_gemma":[0.9933136,0.0007559047,0.0006397825,0.0009885749,0.002861904,0.001440162],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.110005,0.04963439,0.2453523,0.0059679,0.001270126,0.004263631,0.01901122,0.02294273,0.005679728,0.01756895,0.280665,0.2376391],"study_design_scores_gemma":[0.03380058,0.01979018,0.6808449,0.002841995,0.0004400615,0.0004295478,0.01121828,0.008664415,0.003544091,0.009919212,0.2278606,0.000646076],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.09347826,0.0003832706,0.00483955,0.001128713,0.0002659611,0.8574084,0.03005691,0.0003076701,0.01213119],"genre_scores_gemma":[0.0251768,0.0002088972,0.005073026,0.0003164869,0.00003816693,0.9599139,0.006117227,0.00001213327,0.003143323],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.694682,"threshold_uncertainty_score":0.6070817,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03692542949167463,"score_gpt":0.3673770271172501,"score_spread":0.3304515976255754,"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."}}