{"id":"W2584453813","doi":"10.5751/es-07329-200319","title":"Individual- and community-level impacts of volunteer environmental monitoring: a synthesis of peer-reviewed literature","year":2015,"lang":"en","type":"article","venue":"Ecology and Society","topic":"Tourism, Volunteerism, and Development","field":"Social Sciences","cited_by":124,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Peer review; Environmental resource management; Environmental monitoring; Environmental planning; Psychology; Geography; Political science; Environmental science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.05702135,0.001152357,0.002786923,0.03315723,0.001829628,0.005967319,0.002669817,0.002418035,0.005233102],"category_scores_gemma":[0.2013698,0.0009081959,0.002129835,0.02779628,0.002876286,0.00707035,0.00382361,0.001972563,0.0008214172],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005047638,"about_ca_system_score_gemma":0.02047267,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007147356,"about_ca_topic_score_gemma":0.02131411,"domain_scores_codex":[0.9686642,0.01122583,0.005480943,0.001921619,0.0121565,0.0005508825],"domain_scores_gemma":[0.634741,0.2798993,0.0230375,0.004740923,0.0552688,0.002312481],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0002641839,0.0001513951,0.008519287,0.2694556,0.002749408,0.0005775557,0.01316017,0.000455606,0.0004914113,0.00215644,0.02407206,0.6779469],"study_design_scores_gemma":[0.0001077965,0.0003867079,0.06865598,0.6364045,0.01116686,0.001212934,0.02376148,0.0006300338,0.0008459939,0.006719982,0.249866,0.0002417959],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.01070496,0.972293,0.001368225,0.007190396,0.001700184,0.0003551534,0.001027114,0.0000431194,0.005317832],"genre_scores_gemma":[0.08510146,0.906716,0.003720581,0.001873869,0.00109967,0.0003207048,0.0006738362,0.00005175157,0.0004421634],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9429786,"threshold_uncertainty_score":0.3015613,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03754989524247836,"score_gpt":0.2915935960979626,"score_spread":0.2540437008554842,"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."}}