{"id":"W4223510495","doi":"10.3390/geohazards3020010","title":"Modelling the Roles of Community-Based Organisations in Post-Disaster Transformative Adaptation","year":2022,"lang":"en","type":"article","venue":"GeoHazards","topic":"Disaster Management and Resilience","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Response Biomedical (Canada); York University","funders":"","keywords":"Transformative learning; Vulnerability (computing); Hazard; Adaptation (eye); Construct (python library); Public relations; Knowledge management; Sociology; Political science; Psychology; Computer science; Computer security","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002053594,0.0003915353,0.0002557883,0.0009424808,0.001591214,0.003845166,0.00142891,0.001676829,0.004301683],"category_scores_gemma":[0.004553139,0.0003189411,0.0005387235,0.0009719988,0.002373575,0.003430613,0.003798299,0.001045767,0.0004055034],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003149905,"about_ca_system_score_gemma":0.003579185,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01901582,"about_ca_topic_score_gemma":0.01862488,"domain_scores_codex":[0.9986466,0.0009368446,0.00003601011,0.0001049531,0.00009075054,0.0001849885],"domain_scores_gemma":[0.9970552,0.001925453,0.0002969273,0.0001685155,0.0001964686,0.0003575307],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001922922,0.0003875332,0.03348504,0.0002555511,0.00009436618,0.00166285,0.03451532,0.4498047,0.001257018,0.4530919,0.001893247,0.02336021],"study_design_scores_gemma":[0.00009011893,0.0002206875,0.008401406,0.0002903099,0.00006572837,0.0002755052,0.04944484,0.7334266,0.0005001026,0.1719587,0.03525249,0.00007359446],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7240326,0.0008227394,0.1447769,0.005169931,0.00009544767,0.0003926208,0.0003034771,0.0001205527,0.1242858],"genre_scores_gemma":[0.9857075,0.0003019767,0.01007457,0.00004765278,0.000008468143,0.000135541,0.0000514991,0.000009936804,0.00366303],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01901582,"threshold_uncertainty_score":0.03781027,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04075499027466147,"score_gpt":0.2832724427812674,"score_spread":0.2425174525066059,"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."}}