{"id":"W7133277191","doi":"","title":"Cumulative impact mapping","year":2024,"lang":"en","type":"other","venue":"Federal Open Science Repository of Canada / Le Dépôt fédéral de science ouverte du Canada","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Fisheries and Oceans Canada; Dalhousie University; Tula Foundation","keywords":"Habitat; Ecosystem; Vulnerability (computing); Marine habitats; Spatial distribution; Cumulative effects; Impact assessment; Pelagic zone; Spatial ecology","routes":{"ca_aff":false,"ca_fund":true,"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":[0.002713628,0.001878772,0.0008399431,0.01359704,0.00112954,0.003340158,0.00221348,0.000971311,0.07099857],"category_scores_gemma":[0.01310111,0.0004622108,0.001424303,0.01196004,0.0005396306,0.002747788,0.003152492,0.001272308,0.01088388],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001278306,"about_ca_system_score_gemma":0.002573388,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01438483,"about_ca_topic_score_gemma":0.01337307,"domain_scores_codex":[0.9977202,0.0003172205,0.0001892798,0.0004131481,0.001144974,0.0002151319],"domain_scores_gemma":[0.9940187,0.001790639,0.0005825025,0.0008129365,0.002552493,0.0002427025],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0002520341,0.0002133227,0.02652859,0.001531738,0.0002961096,0.0005337438,0.001137956,0.04353565,0.001375773,0.05431495,0.2672109,0.6030693],"study_design_scores_gemma":[0.00009584588,0.000162068,0.03197294,0.0006981696,0.0002628862,0.00066368,0.002029111,0.08627765,0.002935615,0.08393633,0.7907743,0.0001912726],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.04764223,0.001908781,0.3678688,0.001189501,0.0006829208,0.00264609,0.1812466,0.02949206,0.3673231],"genre_scores_gemma":[0.413707,0.003343971,0.340985,0.0004784805,0.0002613491,0.00465889,0.1483928,0.005869109,0.08230338],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.07099857,"threshold_uncertainty_score":0.2375139,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01411690212791934,"score_gpt":0.2699008244062583,"score_spread":0.255783922278339,"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."}}