{"id":"W4409402439","doi":"10.18740/ss27372","title":"From Crisis to Catastrophe","year":2025,"lang":"en","type":"article","venue":"Socialist studies","topic":"Disaster Management and Resilience","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Political science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.0001828674,0.00006999005,0.0001412388,0.00004728079,0.0009403013,0.00007850312,0.0002539795,0.00002750143,0.00005929337],"category_scores_gemma":[0.0003037523,0.00006380385,0.0000489212,0.0003946051,0.000262181,0.00007636096,0.0001978941,0.00003615057,0.0001056439],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009813509,"about_ca_system_score_gemma":0.00004916839,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007563439,"about_ca_topic_score_gemma":0.005479905,"domain_scores_codex":[0.9992114,0.0000736305,0.000104946,0.0001865091,0.0002063644,0.0002171041],"domain_scores_gemma":[0.9996581,0.00009698997,0.00002510889,0.0001067188,0.0000744495,0.00003860526],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00000606298,0.00002208229,0.003523598,0.000007842564,0.0001385487,0.000002060263,0.07512826,0.000001431682,0.000007763197,0.1239675,0.7927179,0.004476948],"study_design_scores_gemma":[0.00007690167,0.000005596944,0.004372819,0.00001986331,0.00003903049,1.003651e-9,0.3544234,1.062804e-7,0.00001175883,0.03875257,0.6022153,0.00008263565],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1126305,0.002592637,0.000340284,0.3336472,0.003230404,0.0004928891,0.00004427626,0.0002270104,0.5467948],"genre_scores_gemma":[0.943725,0.0003904158,0.0004114106,0.009762846,0.000662306,0.00005590999,0.000004172925,0.000005483927,0.04498238],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8310946,"threshold_uncertainty_score":0.9990453,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03860072290016854,"score_gpt":0.4316632618889911,"score_spread":0.3930625389888226,"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."}}