{"id":"W2586592297","doi":"10.5751/es-07578-200314","title":"Trends, challenges, and responses of a 20-year, volunteer water monitoring program in Alabama","year":2015,"lang":"en","type":"article","venue":"Ecology and Society","topic":"Diverse Educational Innovations Studies","field":"Agricultural and Biological Sciences","cited_by":37,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Auburn University","keywords":"Citizen science; Volunteer; Ecology; Environmental resource management; Geography; Environmental protection; Environmental science; Biology","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":[],"consensus_categories":[],"category_scores_codex":[0.009561354,0.0002602827,0.0002500327,0.0009384713,0.001805988,0.001285092,0.001675893,0.001735627,0.001735984],"category_scores_gemma":[0.01701296,0.0002221864,0.0002790055,0.001273479,0.0006858961,0.001255786,0.003608335,0.001362901,0.0002086379],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004971634,"about_ca_system_score_gemma":0.01783897,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1199738,"about_ca_topic_score_gemma":0.1847378,"domain_scores_codex":[0.9932035,0.002689613,0.000382866,0.0004987113,0.001136025,0.002089184],"domain_scores_gemma":[0.9821646,0.002297165,0.00335061,0.0004218721,0.003885256,0.007880512],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005336985,0.001424772,0.7592227,0.0005992965,0.0001732485,0.0006315657,0.01392351,0.0008542455,0.003252045,0.00136881,0.0304176,0.1875986],"study_design_scores_gemma":[0.00003494926,0.0005487246,0.9507484,0.0002901963,0.00005657892,0.0001570684,0.02146143,0.001413109,0.0005030844,0.0004008801,0.02435177,0.00003382179],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9390258,0.001761476,0.0006842194,0.05278287,0.0002297661,0.0001872101,0.0009540792,0.00008159781,0.004293082],"genre_scores_gemma":[0.9915853,0.00118275,0.001008835,0.003428592,0.0001120694,0.0002909027,0.0007639668,0.00001202523,0.001615565],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1199738,"threshold_uncertainty_score":0.2385509,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07912702626180113,"score_gpt":0.2936692600034011,"score_spread":0.2145422337416,"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."}}