{"id":"W4402393279","doi":"10.3390/healthcare12181812","title":"Impact of Natural Disasters on Mental Health: Evidence and Implications","year":2024,"lang":"en","type":"review","venue":"Healthcare","topic":"Posttraumatic Stress Disorder Research","field":"Psychology","cited_by":86,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Mental health; Context (archaeology); Natural disaster; Disaster research; Psychology; Psychopathology; Scale (ratio); Poison control; Suicide prevention; Psychiatry; Medicine; Geography; Environmental health","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"],"consensus_categories":[],"category_scores_codex":[0.000295614,0.0003653698,0.001220875,0.0003645787,0.0001077889,0.00003483955,0.0003532156,0.0002015161,0.0001440199],"category_scores_gemma":[0.00007354246,0.0002579296,0.0004040948,0.0004778399,0.0001374262,0.0000445615,0.0001259756,0.0008498406,0.0002499835],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005593566,"about_ca_system_score_gemma":0.0007847516,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003431562,"about_ca_topic_score_gemma":0.0002477628,"domain_scores_codex":[0.9971535,0.0006091162,0.0007614103,0.0006264466,0.0002852971,0.0005642387],"domain_scores_gemma":[0.9980701,0.0004901618,0.0003069128,0.000789248,0.00005047653,0.0002931505],"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":[0.00001495063,0.00006790416,0.0002494548,0.03752464,0.000217671,0.000002813818,0.001731719,1.080966e-8,2.142153e-8,0.002064098,0.01024993,0.9478768],"study_design_scores_gemma":[0.0006607349,0.004188758,0.02942705,0.3071816,0.0004651588,0.0007081691,0.001598333,0.000005907557,5.637304e-8,0.0007010311,0.6538687,0.001194476],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0002795331,0.9913048,4.400373e-7,0.004095581,0.0004776736,0.001950244,0.001582802,0.00004324701,0.0002656913],"genre_scores_gemma":[0.0059653,0.9928932,0.00001390685,0.0000938514,0.00006353556,0.0003433243,0.0002723733,0.00006639366,0.0002881534],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9466823,"threshold_uncertainty_score":0.9999873,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4150781686661329,"score_gpt":0.6236857267906168,"score_spread":0.2086075581244839,"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."}}