{"id":"W7097674930","doi":"","title":"APPLYING THE RAPID MANAGEMENT ASSESSMENT (RMA) METHODOLOGY TO ECOSYSTEM MANAGEMENT.","year":2008,"lang":"en","type":"article","venue":"","topic":"Sustainability in Higher Education","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Sustainability; Recreation; Resource (disambiguation); Process (computing); Resource management (computing); Project planning; Environmental impact assessment; Minor (academic)","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":[0.003750442,0.0001147773,0.0001460931,0.0001397988,0.001093845,0.00006373311,0.000590876,0.00005335823,0.001107718],"category_scores_gemma":[0.00006145862,0.00008911751,0.00006563023,0.0006403718,0.0001123216,0.0001215052,0.0001869811,0.00009508574,0.0001651542],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006783474,"about_ca_system_score_gemma":0.00008180147,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005591916,"about_ca_topic_score_gemma":0.000325663,"domain_scores_codex":[0.9971969,0.001232235,0.0002601847,0.0003382298,0.0005288754,0.000443582],"domain_scores_gemma":[0.9987502,0.0004816857,0.00006648571,0.0004889162,0.0001003672,0.0001123535],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001192191,0.0001484541,0.007662036,0.0001069191,0.0001517983,0.0000260465,0.0241255,0.0002524513,0.000006295297,0.8455677,0.03589145,0.08604942],"study_design_scores_gemma":[0.0001269038,0.00002000432,0.024646,0.000006390863,0.00003149009,0.000002174341,0.1368337,0.00001686222,0.00001480929,0.003585571,0.8345778,0.000138369],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.06277444,0.00005227927,0.03969431,0.02236272,0.001948622,0.00712544,0.000001166494,0.0002941522,0.8657469],"genre_scores_gemma":[0.8889909,0.0001381296,0.0813236,0.001985947,0.0002826023,0.004936107,0.000002587246,0.00001470526,0.02232537],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8434215,"threshold_uncertainty_score":0.9998054,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1183153497863101,"score_gpt":0.4264591708260396,"score_spread":0.3081438210397296,"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."}}