{"id":"W2056750871","doi":"10.1080/15222055.2014.976681","title":"Assessment of Finfish Aquaculture Effect on Newfoundland Epibenthic Communities through Video Monitoring","year":2015,"lang":"en","type":"article","venue":"North American Journal of Aquaculture","topic":"Marine Bivalve and Aquaculture Studies","field":"Environmental Science","cited_by":28,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland; Fisheries and Oceans Canada","funders":"","keywords":"Aquaculture; Biology; Fishery; Fish <Actinopterygii>","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005637371,0.0004017553,0.0008729719,0.00005585223,0.0002070609,0.00005916201,0.0006170367,0.00007762967,0.0001040112],"category_scores_gemma":[0.0001338186,0.0002475487,0.0003287844,0.0005979224,0.0006193637,0.0004162856,0.000223093,0.000896065,0.00002129925],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002867168,"about_ca_system_score_gemma":0.00005163531,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001939868,"about_ca_topic_score_gemma":0.001918236,"domain_scores_codex":[0.9971932,0.0003714125,0.000664263,0.0002132837,0.001177212,0.0003806171],"domain_scores_gemma":[0.997972,0.0001906833,0.001056081,0.0003404841,0.0001801585,0.0002605668],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000150841,0.0001610065,0.9780913,0.0000242614,0.0002060287,0.0000267043,0.006140224,0.002272405,0.0003062837,0.00003387712,0.005910921,0.006676162],"study_design_scores_gemma":[0.001420957,0.006072926,0.9350455,0.0001930368,0.0001972504,0.00009451781,0.008646853,0.00002093972,0.0004941651,0.00008748144,0.04730111,0.0004252807],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9812087,0.000180489,0.0001110497,0.0005462081,0.0002986027,0.0001922933,0.00001884055,0.0000223033,0.01742145],"genre_scores_gemma":[0.9960032,0.0002091123,0.00277509,0.0002865035,0.0003297371,0.000006681288,0.00001327299,0.00002314129,0.0003532328],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04304581,"threshold_uncertainty_score":0.9999977,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02146069162272205,"score_gpt":0.2962263023386699,"score_spread":0.2747656107159478,"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."}}