{"id":"W2946464950","doi":"10.1002/aqc.3074","title":"Utilizing benthic habitat maps to inform biodiversity monitoring in marine protected areas","year":2019,"lang":"en","type":"article","venue":"Aquatic Conservation Marine and Freshwater Ecosystems","topic":"Coral and Marine Ecosystems Studies","field":"Environmental Science","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"Nova Scotia Community College","funders":"","keywords":"Benthic zone; Benthos; Marine protected area; Habitat; Biodiversity; Transect; Benthic habitat; Environmental science; Geography; Ecology; Marine habitats; Community structure; Marine reserve; Fishery; Biology","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":[0.0008203005,0.0002376081,0.0001616153,0.004238392,0.0004662534,0.001091704,0.0003669007,0.0001528225,0.000934601],"category_scores_gemma":[0.001735036,0.0002058397,0.0001187052,0.002454908,0.0002280687,0.000528854,0.0007954251,0.0001907426,0.0002233701],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001163538,"about_ca_system_score_gemma":0.000764488,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1605669,"about_ca_topic_score_gemma":0.4418396,"domain_scores_codex":[0.9996356,0.00008845348,0.00002412722,0.00007918573,0.0001124168,0.00006027679],"domain_scores_gemma":[0.9985065,0.00016133,0.0005509369,0.00008503137,0.0004954364,0.0002007497],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003855065,0.00002808707,0.9602669,0.00004319387,0.00004454549,0.00005697428,0.0006406658,0.0009998748,0.001820201,0.00006912612,0.0008952467,0.0350965],"study_design_scores_gemma":[0.000001439257,0.00001572696,0.9956644,0.00002326652,0.00000767721,0.00001494929,0.0008024296,0.002309585,0.0002708469,0.00004460596,0.0008399432,0.000005030619],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9893756,0.0001876341,0.002583536,0.00008154905,0.00000749643,0.0001031893,0.003149401,0.000091628,0.004419909],"genre_scores_gemma":[0.9900501,0.0001649145,0.007510785,0.00002252703,0.000005532265,0.00006532481,0.001592541,0.000009271658,0.0005790641],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1605669,"threshold_uncertainty_score":0.3192645,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01954988114051591,"score_gpt":0.2111244532225084,"score_spread":0.1915745720819925,"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."}}