{"id":"W3001080591","doi":"10.14288/1.0300043","title":"Developing and applying a plan quality evaluation protocol to protected area management plans in British Columbia","year":2016,"lang":"en","type":"article","venue":"cIRcle (University of British Columbia)","topic":"Environmental Conservation and Management","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Plan (archaeology); Protocol (science); Quality (philosophy); Business; Operations management; Computer science; Environmental resource management; Environmental planning; Geography; Engineering; Environmental science; Medicine","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00063338,0.00004522486,0.0001649488,0.00002788397,0.0002004917,0.0001439056,0.0002168638,0.00005618385,0.001094229],"category_scores_gemma":[0.00002522525,0.0001530526,0.00002902711,0.000265335,0.0001557832,0.0003207858,0.0004427467,0.00005437085,0.00003648894],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004947908,"about_ca_system_score_gemma":0.00001415476,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.3798876,"about_ca_topic_score_gemma":0.9654839,"domain_scores_codex":[0.9984905,0.0001190815,0.0001985134,0.0005030536,0.0004508675,0.0002380123],"domain_scores_gemma":[0.9995558,0.00002286625,0.000113393,0.0001918385,0.00001434633,0.0001017913],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.00001048017,0.00006731507,0.3682576,0.00006505964,0.00001046175,0.00003808694,0.00007829027,0.00001203177,0.0003745326,8.279362e-7,0.001261872,0.6298235],"study_design_scores_gemma":[0.002042877,0.00004537403,0.9922897,0.0003674872,0.00001172694,0.000009557308,0.0008965636,0.00008308229,0.000001170758,0.0002706461,0.003758582,0.000223253],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9664173,0.000001385687,0.002081487,0.0002314263,0.00001733657,0.02923287,0.00004981769,0.00004128623,0.001927131],"genre_scores_gemma":[0.9920591,0.00001156971,0.00360697,0.0002503307,0.000003540085,0.002642751,0.0000100395,0.00001087289,0.001404795],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6296002,"threshold_uncertainty_score":0.9998189,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02971462253914122,"score_gpt":0.224472850546086,"score_spread":0.1947582280069448,"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."}}