{"id":"W4408505121","doi":"10.3390/cli13030061","title":"The Medium-Term Psychosocial Impact of the 2021 Floods in Belgium: A Survey-Based Study","year":2025,"lang":"en","type":"article","venue":"Climate","topic":"Disaster Management and Resilience","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"Vlaamse regering","keywords":"Psychosocial; Medium term; Term (time); Environmental science; Environmental health; Psychology; Medicine; Physics; 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":[],"consensus_categories":[],"category_scores_codex":[0.002089414,0.00007632894,0.0001238811,0.00004690961,0.0005203988,0.00009469249,0.000686057,0.00003576687,0.00006300886],"category_scores_gemma":[0.0001948724,0.00004070082,0.00009841519,0.0008542277,0.0003066404,0.00006115217,0.0001283724,0.00009052039,0.000007966352],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000605507,"about_ca_system_score_gemma":0.0002057539,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001995412,"about_ca_topic_score_gemma":0.05541278,"domain_scores_codex":[0.9983686,0.0006844659,0.0002058061,0.0001483737,0.0002957326,0.0002969935],"domain_scores_gemma":[0.9993068,0.0002730064,0.00008768793,0.0002621007,0.0000453453,0.0000250724],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004337397,0.0002058495,0.9912226,0.000007287649,0.00002260809,0.000001140931,0.004819978,0.00001877175,0.00002058111,0.0006070955,0.001189979,0.001840699],"study_design_scores_gemma":[0.0003917558,0.00003326607,0.9938317,0.00003116939,0.0000126667,4.890992e-9,0.004944578,0.00002608252,0.000004893097,0.0002820994,0.0003951092,0.00004667833],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9704462,0.00005991854,0.000002960424,0.001167458,0.0007533668,0.0004953145,0.000008753904,0.000008662288,0.02705743],"genre_scores_gemma":[0.9987627,0.0000575039,0.000001946147,0.00004306519,0.00004364893,0.00001953321,0.000001089934,0.000003295439,0.001067184],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05341737,"threshold_uncertainty_score":0.9618235,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01986417855302445,"score_gpt":0.3881064560762574,"score_spread":0.3682422775232329,"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."}}