{"id":"W4415314567","doi":"10.1016/j.marpol.2025.106926","title":"Key elements for developing sustainable whale shark-human interactions in coastal aggregation areas","year":2025,"lang":"en","type":"article","venue":"Marine Policy","topic":"Marine animal studies overview","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"World Wildlife Fund Canada; Save Our Seas Foundation; Rufford Foundation","keywords":"Whale; Tourism; Habitat; Sustainability; Limiting; Government (linguistics); Ecotourism","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001859833,0.000130081,0.0001480008,0.0001377387,0.0002357463,0.00004712063,0.0001849506,0.00002102027,0.0007625197],"category_scores_gemma":[0.0002211678,0.0001382823,0.00004471623,0.0005709384,0.00004122358,0.0002466698,0.001385554,0.00008345088,0.00005207838],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008307247,"about_ca_system_score_gemma":0.00004329887,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.08068921,"about_ca_topic_score_gemma":0.1198727,"domain_scores_codex":[0.9989425,0.00002401735,0.0002810122,0.0002544597,0.0001094557,0.0003885476],"domain_scores_gemma":[0.9996747,0.00004359147,0.00007410773,0.0001513228,0.00002200339,0.00003430158],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003852463,0.0001369659,0.8475216,0.0001807225,0.00003369251,0.000006461087,0.0002712405,0.0000445421,0.0001246252,0.06222701,0.01240202,0.07701261],"study_design_scores_gemma":[0.0005993064,0.00003148599,0.6397884,0.00003958417,0.000009386748,0.000001339825,0.0002375147,0.0003118317,0.000392127,0.006359716,0.3520716,0.0001577215],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5828471,0.00001660956,0.0006477444,0.004579374,0.00007419925,0.0009758774,0.000009925634,0.00005913305,0.41079],"genre_scores_gemma":[0.9472136,0.00003538036,0.001587175,0.001049749,0.0000719629,0.0002685538,0.00005391226,0.00001341143,0.0497062],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3643666,"threshold_uncertainty_score":0.9254326,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02060185865707678,"score_gpt":0.3208964259374543,"score_spread":0.3002945672803775,"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."}}