{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004754547,0.0002235259,0.000353909,0.0007582891,0.001564268,0.002850089,0.0009327378,0.001361673,0.01329913],"category_scores_gemma":[0.03229175,0.0002515986,0.0002430168,0.00135691,0.001000138,0.005236513,0.002370022,0.0009649098,0.00206515],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001357688,"about_ca_system_score_gemma":0.002454062,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00604572,"about_ca_topic_score_gemma":0.008968138,"domain_scores_codex":[0.9968897,0.001965625,0.0002463248,0.0002481853,0.000397626,0.000252567],"domain_scores_gemma":[0.9701726,0.01786342,0.003956072,0.003525473,0.002983592,0.001498833],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0004159224,0.0004018764,0.1380405,0.00336837,0.0001485411,0.00123368,0.1142059,0.0008107547,0.003759665,0.007914904,0.03529606,0.6944038],"study_design_scores_gemma":[0.0001166198,0.001093252,0.2214214,0.004115012,0.0004073112,0.001406973,0.2721976,0.003394213,0.003057262,0.01284653,0.4797334,0.0002106318],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8385258,0.002431186,0.007651015,0.02539458,0.0003150681,0.000334152,0.0009026081,0.00055613,0.1238895],"genre_scores_gemma":[0.9868926,0.001615864,0.003460247,0.00204419,0.0001214426,0.0001018195,0.0002898703,0.00003417772,0.005439724],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01329913,"threshold_uncertainty_score":0.04449004,"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."}}