{"id":"W4404360039","doi":"10.1089/env.2024.0025","title":"Principles and Elements for Creating and Sustaining Successful PPP for Environmental Community Monitoring Programs: Results from a Scoping Review and Interviews","year":2024,"lang":"en","type":"review","venue":"Environmental Justice","topic":"Environmental and Social Impact Assessments","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Northern Alberta Institute of Technology","funders":"","keywords":"Environmental monitoring; Environmental planning; Environmental resource management; Process management; Business; Political science; Engineering; Environmental science; Environmental engineering","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.1878107,0.001341725,0.001922704,0.01874713,0.005948446,0.009551686,0.002842738,0.003616199,0.001934953],"category_scores_gemma":[0.2653339,0.00211025,0.002497355,0.01997202,0.005510275,0.01241025,0.009799623,0.003349067,0.0005657805],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01424744,"about_ca_system_score_gemma":0.0639434,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009287552,"about_ca_topic_score_gemma":0.01624034,"domain_scores_codex":[0.8574837,0.08294072,0.03243944,0.004248051,0.01897545,0.00391266],"domain_scores_gemma":[0.6131693,0.3242053,0.01813585,0.006029587,0.03647584,0.001984124],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0001360034,0.0000918001,0.009832487,0.06300329,0.0002779694,0.002321804,0.6729942,0.001217111,0.002181649,0.01381016,0.008557298,0.2255764],"study_design_scores_gemma":[0.00005017178,0.0001872089,0.01085732,0.2352999,0.0008589039,0.001392524,0.6212536,0.00100225,0.00268784,0.01064753,0.1155796,0.0001830598],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"review","genre_scores_codex":[0.4641003,0.1873835,0.1377275,0.05782025,0.001727129,0.06576142,0.00524725,0.0004067545,0.07982581],"genre_scores_gemma":[0.6556663,0.1367042,0.1456237,0.004968116,0.000189932,0.04906355,0.002743037,0.0002150897,0.004826053],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.1878107,"threshold_uncertainty_score":0.9932496,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1053130995653957,"score_gpt":0.3989659869445591,"score_spread":0.2936528873791634,"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."}}