{"id":"W7133273459","doi":"","title":"Defining Distinct Nearshore Marine Biotopes Coastwide in British Columbia","year":2025,"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":"","keywords":"Biotope; Habitat; Benthic habitat; Benthic zone; Scale (ratio); Species distribution; Marine Strategy Framework Directive; Estuary; Taxonomy (biology)","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":[0.000195442,0.0001995432,0.0001902883,0.001643263,0.001330098,0.001189381,0.0004356771,0.0001945097,0.001690914],"category_scores_gemma":[0.0007543866,0.0002111247,0.0001355802,0.00315077,0.0005405935,0.0002500356,0.0009771376,0.0002611729,0.0002138651],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007009047,"about_ca_system_score_gemma":0.006663965,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9652674,"about_ca_topic_score_gemma":0.9937151,"domain_scores_codex":[0.99972,0.00001953227,0.00002103748,0.00006689066,0.00007884802,0.00009348829],"domain_scores_gemma":[0.9994059,0.000040302,0.00008371429,0.00002575842,0.0003036797,0.0001406463],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005939103,0.00001962053,0.9659132,0.00008837987,0.00003463403,0.0002318365,0.001679347,0.0004854721,0.003012564,0.0002720216,0.001255967,0.02694746],"study_design_scores_gemma":[0.000001341713,0.000005478277,0.9965436,0.00002805288,0.000005504482,0.00003672867,0.001715391,0.0002803682,0.00008659581,0.00003190166,0.001260063,0.000004818792],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9943032,0.0002760365,0.000166116,0.00006209729,0.000002667209,0.00002912016,0.001557044,0.000008853585,0.003594767],"genre_scores_gemma":[0.9951851,0.0003010108,0.0007093194,0.00004272081,8.531097e-7,0.00002699617,0.001568356,0.000006612416,0.002159049],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03473258,"threshold_uncertainty_score":0.06987423,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005103875874491686,"score_gpt":0.2175930437082065,"score_spread":0.2124891678337149,"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."}}