{"id":"W6925472723","doi":"10.17895/ices.pub.25243672","title":"Habitat Suitability Modeling using the Kostylev Approach in Support of Fisheries Management","year":2008,"lang":"en","type":"other","venue":"International Council for the Exploration of the Sea (ICES)","topic":"Microbial Natural Products and Biosynthesis","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Biota; Habitat; Hydrography; Marine habitats; Benthic habitat; Ecosystem-based management; Benthic zone","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":[0.000415993,0.0004807493,0.0005239732,0.0006026533,0.0005345423,0.001011079,0.001303708,0.0006591213,0.003434273],"category_scores_gemma":[0.001435482,0.0003798288,0.0009020908,0.0008318096,0.0002929567,0.0008997404,0.001066085,0.0005354727,0.0005833555],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00100549,"about_ca_system_score_gemma":0.001494123,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02668921,"about_ca_topic_score_gemma":0.02407469,"domain_scores_codex":[0.9998028,0.00008561018,0.00001421827,0.00003758141,0.00003125211,0.00002869103],"domain_scores_gemma":[0.9996455,0.0002075214,0.00004050103,0.00002258784,0.00005526475,0.00002861558],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00001471507,0.00001014338,0.001364534,0.00001918944,0.00002511653,0.00005760959,0.00003230927,0.972552,0.0002901483,0.01576579,0.0008872214,0.008981267],"study_design_scores_gemma":[0.000002589003,0.000005226335,0.0002625301,0.000004934642,0.000005360177,0.00001638421,0.00001914547,0.993452,0.00007502981,0.005417017,0.000734504,0.000005335452],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.1081249,0.0003669931,0.8635344,0.0007952508,0.0000791718,0.00009102291,0.000978547,0.0004269611,0.02560275],"genre_scores_gemma":[0.8856159,0.0004060997,0.09833487,0.000109164,0.00004360453,0.0002181647,0.000505687,0.0002406251,0.0145259],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.02668921,"threshold_uncertainty_score":0.05306768,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1816787957651737,"score_gpt":0.2869935182861447,"score_spread":0.1053147225209709,"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."}}