{"id":"W2097879623","doi":"10.1002/aqc.525","title":"Geophysical approaches to the classification, delineation and monitoring of marine habitats and their communities","year":2003,"lang":"en","type":"article","venue":"Aquatic Conservation Marine and Freshwater Ecosystems","topic":"Coral and Marine Ecosystems Studies","field":"Environmental Science","cited_by":153,"is_retracted":false,"has_abstract":true,"ca_institutions":"World Wildlife Fund Canada; Acadia University; University of Guelph","funders":"National Oceanic and Atmospheric Administration; Department of Science and Technology, Ministry of Science and Technology, India","keywords":"Habitat; Marine habitats; Identification (biology); Geography; Scale (ratio); Taxonomic rank; Environmental resource management; Natural (archaeology); Marine protected area; Ecology; Cartography; Environmental science; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004351736,0.0001462525,0.0002152674,0.00003617503,0.0002269345,0.0000541132,0.00007727754,0.00003200596,0.00004667551],"category_scores_gemma":[0.00005139185,0.00009396021,0.00001880201,0.0001263713,0.0001033033,0.0001413014,0.0003403106,0.00006646942,0.000008653127],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002094914,"about_ca_system_score_gemma":0.000005392447,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.03273847,"about_ca_topic_score_gemma":0.1413278,"domain_scores_codex":[0.9991085,0.0001381804,0.0003322872,0.0001743004,0.0001122263,0.0001345405],"domain_scores_gemma":[0.9993894,0.0002142946,0.0001090898,0.0002096268,0.00002154632,0.00005601266],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000009111489,0.00002123456,0.9841346,0.00005904728,0.00002144646,1.322569e-7,0.001637481,0.000005364365,0.0002838293,0.0009923957,0.0002999731,0.01253541],"study_design_scores_gemma":[0.0004530954,0.0001296006,0.821134,0.00004943449,0.00003499367,0.00002036269,0.006033368,0.1387578,0.0003709876,0.002256759,0.03052223,0.0002374215],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9959796,0.0000544145,0.0007136038,0.001939079,0.00007778641,0.0004036939,0.000005903236,0.00001630301,0.000809596],"genre_scores_gemma":[0.9984412,0.00007165226,0.0007101428,0.00007244293,0.00003831659,0.00009455869,0.0000208387,0.000008864637,0.0005420231],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1630006,"threshold_uncertainty_score":0.9737026,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0806225418860851,"score_gpt":0.217640877137616,"score_spread":0.1370183352515309,"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."}}