{"id":"W6908767268","doi":"10.25907/00867","title":"Understanding Public Preferences for Coastal Adaptation: Lessons from Australia and Canada","year":2024,"lang":"en","type":"dissertation","venue":"University of the Sunshine Coast","topic":"Academic Publishing and Open Access","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Adaptation (eye); Climate change; Climate change adaptation; Public support; Coastal management; Public policy","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007611277,0.0001914565,0.0004119773,0.0001622049,0.0004497564,0.0005572665,0.002026729,0.0002269878,0.0003700242],"category_scores_gemma":[0.0009751526,0.000137248,0.0001786025,0.000372973,0.000120415,0.000651364,0.0003082706,0.0004495704,0.000002290575],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001427039,"about_ca_system_score_gemma":0.001156161,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8048649,"about_ca_topic_score_gemma":0.9970427,"domain_scores_codex":[0.9978977,0.0001219887,0.0002852264,0.0004812496,0.001022671,0.0001910937],"domain_scores_gemma":[0.9977128,0.001091331,0.0004737936,0.0003096784,0.0002988693,0.0001135347],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002155869,0.00002565165,0.008485933,0.000127807,0.001115558,0.000009737323,0.008945834,0.0002436801,0.00002623136,0.02082111,0.9572327,0.00275022],"study_design_scores_gemma":[0.001165398,0.00007151653,0.04589867,0.000528782,0.002650848,0.000004878009,0.468411,0.003354029,0.0001059108,0.2291412,0.2476893,0.000978463],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9485161,0.0005907332,0.004753196,0.0237369,0.005352954,0.0007980663,0.008642583,0.00005537616,0.007554097],"genre_scores_gemma":[0.9497152,0.00002345099,0.0001385655,0.00002713993,0.00006463788,5.416598e-7,0.0004444326,0.000009728812,0.04957633],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7095433,"threshold_uncertainty_score":0.5596811,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3407838282691357,"score_gpt":0.3639886456416775,"score_spread":0.02320481737254182,"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."}}