{"id":"W4214843387","doi":"10.3390/su14052904","title":"Current Information Provision Rarely Helps Coastal Households Adapt to Climate Change","year":2022,"lang":"en","type":"article","venue":"Sustainability","topic":"Climate Change, Adaptation, Migration","field":"Social Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Brock University","funders":"Australian Research Council","keywords":"Climate change; Vulnerability (computing); Collective action; Hazard; Environmental resource management; Environmental planning; Business; Psychological resilience; Coping (psychology); Context (archaeology); Transformational leadership; Adaptation (eye); Emergency management; Geography; Public relations; Political science; Economics; Economic growth; Psychology; Computer science; Computer security; Social psychology; Politics","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.002498608,0.000158425,0.0001698728,0.00018777,0.001791902,0.0001659093,0.0002944851,0.0000575156,0.0002336548],"category_scores_gemma":[0.001185473,0.0001785747,0.00008484047,0.0009380858,0.0001140759,0.001532883,0.0003823971,0.0002194958,0.00003169332],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002922193,"about_ca_system_score_gemma":0.000705679,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006362339,"about_ca_topic_score_gemma":0.01281466,"domain_scores_codex":[0.997198,0.0005330159,0.0004061315,0.000306826,0.0009471634,0.0006088231],"domain_scores_gemma":[0.998322,0.00009835009,0.0001929242,0.0003160733,0.000869953,0.0002007395],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004489196,0.0005271659,0.04809632,0.0004715125,0.000008173863,0.000004934152,0.5172023,0.0007077972,0.00001704565,0.04818469,0.0083824,0.3759487],"study_design_scores_gemma":[0.000463401,0.0003240512,0.0982087,0.00001546896,0.00001623431,0.000001027565,0.1709381,0.0006295709,0.00001703303,0.004584567,0.7244285,0.0003732483],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9694042,0.0001573666,0.0009500471,0.02084227,0.001251881,0.005026967,0.0004694452,0.0005169182,0.001380921],"genre_scores_gemma":[0.9978548,0.00008712203,0.00008436237,0.0003499987,0.0002266141,0.001066475,0.0002380943,0.00001451583,0.00007801066],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7160462,"threshold_uncertainty_score":0.9995076,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08429968867142469,"score_gpt":0.3396918490063447,"score_spread":0.2553921603349201,"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."}}