{"id":"W4413403741","doi":"10.3390/su17167511","title":"Emotions for Sustainable Oceans: Implications for Marine Conservation","year":2025,"lang":"en","type":"article","venue":"Sustainability","topic":"Climate Change Communication and Perception","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Royal Roads University; Memorial University of Newfoundland","funders":"Social Sciences and Humanities Research Council of Canada; Government of Canada","keywords":"Marine protected area; Environmental resource management; Marine conservation; Environmental planning; Environmental science; Sustainability; Business; Natural resource economics; Ecology; Economics; Biology; Habitat","routes":{"ca_aff":true,"ca_fund":true,"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":[0.001437941,0.00007845676,0.0001169621,0.0001136108,0.001806549,0.0001053647,0.0002513154,0.0001018265,0.0001140634],"category_scores_gemma":[0.006229165,0.00008958306,0.0001074008,0.0005058792,0.0002488045,0.000241988,0.00008687659,0.00005869854,0.000001250884],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00142436,"about_ca_system_score_gemma":0.0009790518,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002162308,"about_ca_topic_score_gemma":0.004782858,"domain_scores_codex":[0.9990051,0.0001404461,0.0002311072,0.0002196817,0.00005859855,0.0003451002],"domain_scores_gemma":[0.995104,0.0007729998,0.00006664953,0.0004481063,0.003551839,0.00005640692],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003541644,0.0001155577,0.02464717,0.0002249342,0.000007073066,1.782103e-8,0.00229739,0.000004848599,0.000006518999,0.9381427,0.01366199,0.02085644],"study_design_scores_gemma":[0.0002329957,0.00001617885,0.08177639,0.000003134032,0.00001541461,2.856356e-8,0.02066456,0.0001008369,0.000001660753,0.4307192,0.4664118,0.00005786968],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.09398831,0.0001306606,0.1366576,0.6712049,0.000285269,0.01196758,0.0001445314,0.0005372937,0.08508397],"genre_scores_gemma":[0.9520931,0.0002974806,0.001765478,0.001300422,0.0001107298,0.00231422,0.0004495859,0.00001150494,0.04165743],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8581048,"threshold_uncertainty_score":0.9994929,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2178929948636718,"score_gpt":0.4780280861906737,"score_spread":0.260135091327002,"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."}}