{"id":"W4406074523","doi":"10.1093/icesjms/fsae187","title":"Capacity sharing to protect and restore ecosystems and biodiversity","year":2025,"lang":"en","type":"article","venue":"ICES Journal of Marine Science","topic":"International Maritime Law Issues","field":"Environmental Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Grieg Seafood (Canada); Tula Foundation; Assembly of First Nations; Fisheries and Oceans Canada","funders":"","keywords":"Convention on Biological Diversity; Biodiversity; Environmental resource management; Business; Sustainable development; Sustainability; Environmental planning; Interoperability; Environmental science; Ecology; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.02099398,0.0007351096,0.0005872435,0.002644275,0.003846437,0.01193711,0.003897228,0.007476811,0.02309544],"category_scores_gemma":[0.02991026,0.0004971313,0.001172309,0.001951606,0.01203972,0.0158273,0.01433647,0.007314488,0.002851969],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007230795,"about_ca_system_score_gemma":0.01830054,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0165667,"about_ca_topic_score_gemma":0.009810859,"domain_scores_codex":[0.9842971,0.005609741,0.0007853196,0.001796575,0.005391311,0.002119925],"domain_scores_gemma":[0.9792367,0.008702163,0.001333842,0.004044744,0.004904658,0.001777858],"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":[0.000007766006,0.0000251269,0.0002942437,0.00004411157,0.00001177229,0.00004835647,0.0004004722,0.001348761,0.000145682,0.9599444,0.02782958,0.009899685],"study_design_scores_gemma":[0.00002601203,0.0000448705,0.0007440638,0.0006097925,0.00001881711,0.0001085909,0.0009578724,0.003539519,0.0005479501,0.7105442,0.2828088,0.00004950165],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.00943585,0.001612842,0.03942102,0.1103309,0.001032622,0.0002878553,0.0003156817,0.0002269463,0.8373362],"genre_scores_gemma":[0.7930434,0.002872655,0.02538151,0.05884387,0.002226676,0.001259051,0.0004544365,0.0003114436,0.115607],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02309544,"threshold_uncertainty_score":0.1110281,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01120472084897082,"score_gpt":0.2400145747636803,"score_spread":0.2288098539147095,"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."}}