{"id":"W3009405930","doi":"10.1111/conl.12711","title":"Marine biodiversity offsets: Pragmatic approaches toward better conservation outcomes","year":2020,"lang":"en","type":"article","venue":"Conservation Letters","topic":"Environmental Conservation and Management","field":"Environmental Science","cited_by":38,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec en Outaouais","funders":"","keywords":"Marine protected area; Biodiversity; Marine biodiversity; Environmental resource management; Biodiversity conservation; Geography; Marine conservation; Environmental science; Environmental planning; Ecology; Habitat; Biology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.04412363,0.0010604,0.0009364506,0.003117321,0.00382979,0.01345666,0.002161092,0.005688844,0.01817839],"category_scores_gemma":[0.06013034,0.000572327,0.0008130826,0.001780547,0.01558915,0.01093406,0.0184441,0.006548745,0.001277016],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006723747,"about_ca_system_score_gemma":0.0122697,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001720237,"about_ca_topic_score_gemma":0.003437075,"domain_scores_codex":[0.9555569,0.03080033,0.001839099,0.002075896,0.007326239,0.002401466],"domain_scores_gemma":[0.9739909,0.01404184,0.003007383,0.002679167,0.003799191,0.002481483],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.00004660222,0.00008406243,0.0007048026,0.0003756764,0.00004422624,0.0001117325,0.001002655,0.002401744,0.0002513588,0.9590944,0.006857165,0.0290257],"study_design_scores_gemma":[0.00005135244,0.00008302621,0.000815316,0.0007436164,0.00003698763,0.00008917458,0.001769296,0.002503467,0.0003412719,0.9523834,0.04114367,0.00003963254],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.02915438,0.00377531,0.2251639,0.2354111,0.001556195,0.001150793,0.00031019,0.0003940079,0.5030842],"genre_scores_gemma":[0.8619178,0.001709129,0.1036575,0.02075745,0.0006430215,0.00158833,0.0001114023,0.000153756,0.009461616],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.04412363,"threshold_uncertainty_score":0.2333509,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05005658748178925,"score_gpt":0.1990198044441215,"score_spread":0.1489632169623323,"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."}}