{"id":"W3083425697","doi":"10.1111/raq.12488","title":"Availability and usefulness of economic data on the effects of aquaculture: a North Atlantic comparative assessment","year":2020,"lang":"en","type":"article","venue":"Reviews in Aquaculture","topic":"Marine Bivalve and Aquaculture Studies","field":"Environmental Science","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"Ocean Frontier Institute; European Cooperation in Science and Technology","keywords":"Aquaculture; Business; Economic impact analysis; Natural resource economics; Environmental resource management; Fishery; Environmental planning; Economics; Geography; Fish <Actinopterygii>","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":[0.0004203458,0.000246111,0.0007461019,0.000009204073,0.00006715849,0.00001333708,0.0005893022,0.00005511059,0.0002245033],"category_scores_gemma":[0.0002511644,0.0001234304,0.0000912281,0.0002298991,0.0002972058,0.0001321939,0.0006495524,0.000268363,0.00007129114],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004897748,"about_ca_system_score_gemma":0.0000108337,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00023681,"about_ca_topic_score_gemma":0.001634549,"domain_scores_codex":[0.9982724,0.0003425893,0.0005244334,0.0004943393,0.0001999832,0.000166279],"domain_scores_gemma":[0.9988267,0.0002483438,0.0003214558,0.0005280521,0.000008846586,0.00006655805],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006005296,0.0003361692,0.8965343,0.001666127,0.0001409052,0.00000561719,0.009344355,0.00006138154,0.002584228,0.002819696,0.08265366,0.003793511],"study_design_scores_gemma":[0.0008168364,0.0004126324,0.7341064,0.0005201403,0.0001676681,0.000002893109,0.0006346996,0.0005962598,0.0009943483,0.000162584,0.2611459,0.0004396592],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9874402,0.003229587,0.00002421715,0.001842552,0.00005743099,0.00191772,0.0000694766,0.00001321977,0.005405604],"genre_scores_gemma":[0.9953262,0.003679042,0.0003258567,0.0004700097,0.00003389683,0.00004384743,0.00004967933,0.00000643661,0.00006506331],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1784923,"threshold_uncertainty_score":0.5033347,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06875918090885208,"score_gpt":0.3165128521102131,"score_spread":0.247753671201361,"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."}}