{"id":"W2762258570","doi":"10.1016/j.marpol.2017.09.037","title":"Perceptions of aquaculture ecolabels: A multi-stakeholder approach in Nova Scotia, Canada","year":2017,"lang":"en","type":"article","venue":"Marine Policy","topic":"Marine Bivalve and Aquaculture Studies","field":"Environmental Science","cited_by":41,"is_retracted":false,"has_abstract":false,"ca_institutions":"Dalhousie University","funders":"","keywords":"Aquaculture; Business; Stakeholder; Sustainability; Viewpoints; Ecosystem-based management; Environmental resource management; Transparency (behavior); Environmental planning; Marketing; Fishery; Fish <Actinopterygii>; Geography; Political science; Public relations; Economics; Ecology; Ecosystem","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001062841,0.0001782173,0.0002401247,0.00004054862,0.0002036032,0.00003430877,0.0004675274,0.00005630303,0.001312182],"category_scores_gemma":[0.000139297,0.0001411092,0.00005798164,0.0001527689,0.0002275752,0.0001436533,0.0009599766,0.0001702294,0.00005652946],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002271661,"about_ca_system_score_gemma":0.00007495694,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9817903,"about_ca_topic_score_gemma":0.9916067,"domain_scores_codex":[0.9988984,0.00002596766,0.0002306947,0.0002857297,0.0002335554,0.0003256136],"domain_scores_gemma":[0.9992718,0.00001059624,0.0001315222,0.0004872723,0.00001380687,0.0000850576],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000003835427,0.0001548081,0.9865528,0.00002164579,0.00001590676,0.000004273205,0.0005088783,0.0000854095,0.0005527735,0.000259395,0.007639502,0.004200739],"study_design_scores_gemma":[0.0004995724,0.00001479036,0.9921429,0.000006985288,0.000009100436,0.000004008737,0.0003215949,0.0001484796,0.00007154758,0.00005287929,0.006561641,0.0001664657],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6954055,0.000009411561,0.00002310937,0.002400232,0.00006085097,0.0002816585,0.00003524472,0.00001387968,0.3017701],"genre_scores_gemma":[0.9839513,0.00001096032,0.001863562,0.0002967633,0.00008589213,0.00001064085,0.00001731728,0.00001182116,0.01375179],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2885458,"threshold_uncertainty_score":0.9996008,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03959157706628319,"score_gpt":0.2857500665053559,"score_spread":0.2461584894390727,"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."}}