{"id":"W1996172783","doi":"10.1080/14634988.2011.549440","title":"A comparison of approaches for integrated management in coastal marine areas of Canada with the historical approach used in the Great Lakes (Bay of Quinte)","year":2011,"lang":"en","type":"article","venue":"Aquatic Ecosystem Health & Management","topic":"Aquatic Invertebrate Ecology and Behavior","field":"Environmental Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Fisheries and Oceans Canada","funders":"Ministry of Natural Resources","keywords":"Bay; Habitat; Biodiversity; Ecosystem; Marine ecosystem; Environmental resource management; Productivity; Geography; Coastal management; Ecosystem management; Ecosystem services; Marine habitats; Ecology; Environmental science; Biology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.001728466,0.0001862622,0.0005638575,0.00008825663,0.000070956,0.000003455161,0.0005085535,0.00004420349,0.0001401155],"category_scores_gemma":[0.000009236297,0.000106411,0.00004693649,0.0004332422,0.000103976,0.00004776407,0.0001478118,0.0001259082,0.000003096754],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000732056,"about_ca_system_score_gemma":0.00007430645,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1821,"about_ca_topic_score_gemma":0.9289914,"domain_scores_codex":[0.9976414,0.0003616722,0.0009166126,0.0002899649,0.0004339779,0.0003563164],"domain_scores_gemma":[0.9988112,0.0001378679,0.0005676123,0.0004270706,0.00001000305,0.00004626119],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003640103,0.002557406,0.9585073,0.002447868,0.0001899158,0.0000151163,0.01224623,0.001131715,0.000001812208,0.005241371,0.005331502,0.01196578],"study_design_scores_gemma":[0.00486069,0.002235376,0.7525665,0.0005479805,0.0004745232,0.00001030125,0.1178764,0.1183712,0.0001517042,0.0005879672,0.001753514,0.0005639523],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9785827,0.00003558683,0.005729519,0.0006464525,0.0000833739,0.004255925,0.00001271316,0.000006410366,0.01064732],"genre_scores_gemma":[0.9966397,0.000004278637,0.002306005,0.00007090499,0.000003201279,0.0004892883,0.00001910373,0.00001137704,0.0004561439],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7468914,"threshold_uncertainty_score":0.8233464,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06227668204548617,"score_gpt":0.2510740344672355,"score_spread":0.1887973524217494,"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."}}