{"id":"W4298254866","doi":"10.47886/9781934874301.ch4","title":"Advancing an Ecosystem Approach in the Gulf of Maine","year":2012,"lang":"en","type":"book-chapter","venue":"American Fisheries Society eBooks","topic":"Marine and fisheries research","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Fisheries management; Flexibility (engineering); Fishery; Business; Environmental resource management; Resource (disambiguation); Resource management (computing); Ecosystem; Environmental science; Ecology; Computer science; Fishing; Economics; Management","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007980487,0.0004058873,0.0001563118,0.001259673,0.002609738,0.004615694,0.0006384459,0.00186533,0.007085195],"category_scores_gemma":[0.000471688,0.0001860559,0.0002378629,0.0008335673,0.002251238,0.003289105,0.003253337,0.001777219,0.0009238732],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009677608,"about_ca_system_score_gemma":0.005447334,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05392566,"about_ca_topic_score_gemma":0.2376769,"domain_scores_codex":[0.9998134,0.00005241608,0.000008475045,0.000019991,0.00006255364,0.00004317986],"domain_scores_gemma":[0.9998928,0.00002979307,0.000006509886,0.000005195669,0.00003285945,0.00003268237],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.00001492614,0.00005187919,0.001554102,0.0003770731,0.00001064361,0.000877347,0.01684815,0.0007921439,0.0008205444,0.4848381,0.2970946,0.1967205],"study_design_scores_gemma":[0.000001375221,0.000006355943,0.0007902299,0.0003487416,0.000002142595,0.00008399881,0.001896006,0.00007394173,0.00007189371,0.01020227,0.9865196,0.000003440123],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.01511247,0.1662259,0.002736509,0.09422813,0.005455579,0.00005169235,0.00008517663,0.00009663252,0.7160079],"genre_scores_gemma":[0.131236,0.1460721,0.006058001,0.02285499,0.001200628,0.00008335005,0.0001525936,0.00009092108,0.6922515],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.05392566,"threshold_uncertainty_score":0.1072236,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01754694165757737,"score_gpt":0.228642410838743,"score_spread":0.2110954691811656,"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."}}