{"id":"W7130728160","doi":"10.5282/rcc/10067","title":"Sustainabiltiy in Fish Farming: Global and Local Challenges and Opportunities","year":2012,"lang":"en","type":"article","venue":"Universitätsbibliothek der LMU","topic":"Marine Bivalve and Aquaculture Studies","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Sustainability; Norwegian; Fish <Actinopterygii>; Agriculture; Focus (optics); Environmental sociology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001384745,0.0001265664,0.0001277424,0.0001623784,0.00009882586,0.00002085758,0.00009151483,0.00005225627,0.0002339605],"category_scores_gemma":[0.00001095357,0.0001129332,0.00001954211,0.0002873218,0.0003554512,0.0007330733,0.0004754087,0.00006799317,0.000007988447],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001023332,"about_ca_system_score_gemma":0.000006317455,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003307555,"about_ca_topic_score_gemma":0.0009424983,"domain_scores_codex":[0.9992674,0.00003846792,0.00007423702,0.0001865134,0.0001261193,0.0003072588],"domain_scores_gemma":[0.9997094,0.00002982823,0.00002642981,0.00009478411,0.000007063126,0.0001325356],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005611415,0.0001789612,0.6937975,0.00009859975,0.00007066548,0.0001258933,0.01100318,0.000009400199,0.00002409354,0.03229336,0.01233821,0.2500041],"study_design_scores_gemma":[0.0004803583,0.00005080232,0.6283226,0.00001358559,0.00002925496,0.00003576297,0.03280102,0.00003099671,0.00001396899,0.001049156,0.3369291,0.0002433754],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7293291,0.006129743,0.0001790843,0.006632517,0.00006848596,0.0002204932,0.00001249751,0.00005419802,0.2573739],"genre_scores_gemma":[0.9905932,0.007428946,0.000100238,0.0004240037,0.00002593927,0.000001228284,0.000001811856,0.000005209969,0.001419403],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3245909,"threshold_uncertainty_score":0.4605284,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02920950742177553,"score_gpt":0.2388807773333899,"score_spread":0.2096712699116144,"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."}}