{"id":"W6931857936","doi":"10.5445/ir/1000157748","title":"Making protected areas effective for biodiversity, climate and food","year":2023,"lang":"en","type":"article","venue":"Repository KITopen (Karlsruhe Institute of Technology)","topic":"Coral and Marine Ecosystems Studies","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Convention on Biological Diversity; Biodiversity; Sustainability; Marine biodiversity; Climate change; Global biodiversity; Biodiversity conservation; Work (physics)","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002900159,0.0004152726,0.0002404631,0.002585337,0.001146358,0.004390627,0.0008096177,0.0007634872,0.01087599],"category_scores_gemma":[0.007502098,0.0002307325,0.000324348,0.001626943,0.003156217,0.003635534,0.003230411,0.0007688957,0.0009614592],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001765941,"about_ca_system_score_gemma":0.001659387,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004897498,"about_ca_topic_score_gemma":0.01482741,"domain_scores_codex":[0.9978364,0.0008020956,0.00008617363,0.0001642545,0.0006517771,0.0004594128],"domain_scores_gemma":[0.9976787,0.0007841899,0.0006148088,0.0002764909,0.0003699603,0.0002758988],"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":[0.0001745363,0.0001711538,0.1035134,0.001017958,0.0002159509,0.0007251515,0.00761091,0.02438792,0.008752242,0.4296162,0.02258265,0.4012319],"study_design_scores_gemma":[0.00007284682,0.0003139613,0.2969665,0.001541094,0.000212221,0.0009692535,0.03391527,0.01026822,0.003393266,0.2405389,0.4117052,0.0001032465],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.4075548,0.003340414,0.03300191,0.01197643,0.0002754221,0.0003778141,0.001251372,0.0001869235,0.542035],"genre_scores_gemma":[0.9827353,0.0007556502,0.01131109,0.0004088826,0.00005406371,0.00009575909,0.0002467384,0.00004162405,0.004351049],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01087599,"threshold_uncertainty_score":0.03638387,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01778682803053739,"score_gpt":0.2389408114216486,"score_spread":0.2211539833911112,"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."}}