{"id":"W382133126","doi":"10.17895/ices.pub.25636881","title":"Canadian Imaging And Sampling Technology For Studying Marine Benthic Habitat And Biological Communities","year":2000,"lang":"en","type":"article","venue":"Open MIND","topic":"Ichthyology and Marine Biology","field":"Environmental Science","cited_by":43,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Seabed; Sampling (signal processing); Winch; Benthic zone; Marine protected area; Remotely operated vehicle; Submarine pipeline; Oceanography; Benthic habitat; Remote sensing; Habitat; Marine habitats; Transect; Geology; Environmental science; Marine engineering; Computer science; Ecology; Engineering; Telecommunications","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":[0.001943266,0.001192326,0.0006439087,0.007852028,0.004029639,0.002391459,0.002524747,0.0007384004,0.05744296],"category_scores_gemma":[0.002282284,0.0008096243,0.0006236914,0.00963676,0.000818775,0.001422945,0.001592476,0.001103595,0.0152717],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01597917,"about_ca_system_score_gemma":0.03821081,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.8683897,"about_ca_topic_score_gemma":0.946445,"domain_scores_codex":[0.9966769,0.0001237187,0.00009240073,0.0002928038,0.002574565,0.0002395913],"domain_scores_gemma":[0.9948486,0.0001511474,0.000100547,0.0003186094,0.004193266,0.000387776],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.00009492558,0.00005077208,0.004338368,0.000997199,0.00002978543,0.0001534964,0.0004132587,0.0004605238,0.02896941,0.0119426,0.3833716,0.5691781],"study_design_scores_gemma":[0.00001438196,0.00003483697,0.01459133,0.0001988696,0.00003308969,0.0002235492,0.0001558235,0.0006195224,0.003397772,0.0005887453,0.9801032,0.00003884003],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.01224742,0.03162942,0.14021,0.006310087,0.004552448,0.002628081,0.04184882,0.004849304,0.7557244],"genre_scores_gemma":[0.05040794,0.03700349,0.2177227,0.001632136,0.0003567796,0.001607776,0.02679156,0.001476212,0.6630015],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8683897,"threshold_uncertainty_score":0.2647707,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04162220744275811,"score_gpt":0.2815880901111071,"score_spread":0.239965882668349,"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."}}