{"id":"W2136248875","doi":"10.22230/jem.2009v10n2a416","title":"Clayoquot Sound: Lessons in ecosystem-based management implementation from an industry perspective","year":2009,"lang":"en","type":"article","venue":"Journal of Ecosystems and Management","topic":"Indigenous Studies and Ecology","field":"Health Professions","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"ASL Environmental Sciences (Canada)","funders":"","keywords":"Sound (geography); Government (linguistics); Perspective (graphical); Environmental resource management; Process (computing); Business; Environmental planning; Public relations; Political science; Geography; Computer science; Economics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00148196,0.0001894738,0.0004804638,0.0004036254,0.0008471831,0.00003059438,0.0001832187,0.0001859346,0.0002022866],"category_scores_gemma":[0.000006288999,0.0001621717,0.000072624,0.0001620477,0.000009370076,0.0001959185,0.00008756903,0.0005295633,0.0000175947],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00107521,"about_ca_system_score_gemma":0.00007161924,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002748776,"about_ca_topic_score_gemma":0.1208588,"domain_scores_codex":[0.9974619,0.0003657987,0.001029137,0.0002644802,0.0002488452,0.0006298098],"domain_scores_gemma":[0.9986398,0.00006606947,0.0007538683,0.0002067956,0.0001996307,0.0001338047],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.001606677,0.003645922,0.4134,0.00332819,0.003362223,0.002677919,0.120802,0.002868012,0.00008093089,0.3745941,0.04166849,0.03196559],"study_design_scores_gemma":[0.008488381,0.001803954,0.2752835,0.0009930707,0.000329379,0.00001289566,0.658161,0.0007015927,0.000004584721,0.008703709,0.0450623,0.0004557153],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9774464,0.0004901982,0.0006412413,0.005642915,0.001199521,0.001908413,0.00004524978,0.00002075428,0.01260528],"genre_scores_gemma":[0.9974534,0.0004278367,0.0004687825,0.001043552,0.000383012,0.00007071202,0.00001150308,0.00001466854,0.0001265461],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.537359,"threshold_uncertainty_score":0.8951832,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04391339068205807,"score_gpt":0.4277343262445372,"score_spread":0.3838209355624791,"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."}}