{"id":"W4417220537","doi":"10.1017/sus.2025.10041","title":"New rationalities, inner logic, and hope for sustainable future coasts","year":2025,"lang":"en","type":"article","venue":"Global Sustainability","topic":"Coastal and Marine Management","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Workplace Health, Safety and Compensation Commission","funders":"","keywords":"Action (physics); Pace; Existentialism; Climate change; Sustainability; Societal impact of nanotechnology; Call to action; Natural (archaeology); Unintended consequences","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":[0.0003208554,0.0001477994,0.0001425234,0.00001628848,0.0002259172,0.00008741691,0.0001667573,0.00005855991,0.0004183495],"category_scores_gemma":[0.000225462,0.0001294496,0.0000532521,0.0003492869,0.0001343684,0.0002222511,0.00238403,0.0000526273,0.000005196417],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001145452,"about_ca_system_score_gemma":0.0001443926,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005802426,"about_ca_topic_score_gemma":0.001280404,"domain_scores_codex":[0.9988139,0.00003788036,0.0001749551,0.0004039971,0.0001558203,0.0004134271],"domain_scores_gemma":[0.9994965,0.00003302108,0.00003458413,0.0002465738,0.00008189838,0.0001074638],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000118016,0.00006291761,0.03470116,0.0001959803,0.00001189378,0.000007259539,0.00004967836,0.0001261054,9.246471e-7,0.6303797,0.1580302,0.1763161],"study_design_scores_gemma":[0.0003122026,0.00003839729,0.07879251,0.000001197574,0.00001145374,6.910879e-7,0.001962839,0.00003487882,0.000002671457,0.4906706,0.4280888,0.00008381983],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1166282,0.0007285472,0.149112,0.1238727,0.0006827259,0.007510264,0.00008524745,0.0003637519,0.6010165],"genre_scores_gemma":[0.8839303,0.00001565665,0.001871944,0.001685759,0.0001160343,0.0001352181,0.00003244423,0.000005500684,0.1122071],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7673022,"threshold_uncertainty_score":0.8771572,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003324076646905936,"score_gpt":0.2348238141535947,"score_spread":0.2314997375066888,"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."}}