{"id":"W2732257134","doi":"","title":"Community-based Approaches to Resource and Environmental Management","year":2005,"lang":"en","type":"article","venue":"","topic":"Mining and Resource Management","field":"Engineering","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Government (linguistics); Context (archaeology); Public relations; Private sector; Political science; Business; Citizen journalism; Enforcement; Environmental planning; Environmental resource management; Economics; Geography","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004149375,0.0006747755,0.0004640443,0.002845329,0.007141004,0.00822203,0.002616989,0.003886913,0.01225228],"category_scores_gemma":[0.002418232,0.0002646652,0.000465429,0.003262366,0.02335835,0.006104207,0.006393631,0.003448818,0.0009584972],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01051638,"about_ca_system_score_gemma":0.006643677,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01715932,"about_ca_topic_score_gemma":0.03622304,"domain_scores_codex":[0.9953473,0.003128027,0.00009447658,0.0003398864,0.00071024,0.0003800847],"domain_scores_gemma":[0.998414,0.000862855,0.00009831224,0.0001276689,0.0002597289,0.0002374273],"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":[0.000002905726,0.000018819,0.0001259593,0.0001108998,0.000004898021,0.00006002122,0.004736216,0.0005270332,0.00003503679,0.9710869,0.01042431,0.01286701],"study_design_scores_gemma":[0.000007291306,0.00001654081,0.00029354,0.0002652322,0.000005192313,0.00009791153,0.004641121,0.0006408879,0.00005941999,0.6271343,0.366829,0.000009601257],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.006096248,0.03358089,0.1254787,0.1208526,0.002347865,0.0004991468,0.0001590457,0.0001519492,0.7108335],"genre_scores_gemma":[0.6848128,0.03920321,0.1079225,0.02028191,0.002148106,0.001545403,0.0001763254,0.0001698507,0.14374],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01715932,"threshold_uncertainty_score":0.07630199,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0387909370834314,"score_gpt":0.1776318501855633,"score_spread":0.1388409131021319,"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."}}