{"id":"W1996525987","doi":"10.1006/jema.2000.0323","title":"Methodology for public monitoring of total coliforms, Escherichia coli and toxicity in waterways by Canadian high school students","year":2000,"lang":"en","type":"article","venue":"Journal of Environmental Management","topic":"Urban Stormwater Management Solutions","field":"Environmental Science","cited_by":88,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University","funders":"U.S. Department of Energy","keywords":"Environmental monitoring; Work (physics); Sample (material); Pollution; Environmental planning; Environmental resource management; Business; Environmental science; Environmental protection; Engineering; Environmental engineering; Ecology; Biology","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0007857508,0.0001856237,0.0002974551,0.0001782587,0.0001130882,0.00004247535,0.0003694559,0.00006562097,0.002276148],"category_scores_gemma":[0.000009737417,0.0001755806,0.00007256612,0.0001370954,0.000158019,0.0004494367,0.0002399955,0.0001465303,0.00004092503],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001087548,"about_ca_system_score_gemma":0.000007048566,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003388601,"about_ca_topic_score_gemma":0.0009133091,"domain_scores_codex":[0.9981777,0.0000980504,0.0005824315,0.0002476116,0.0004445934,0.0004496111],"domain_scores_gemma":[0.9992653,0.00003313785,0.0002077364,0.0001830517,0.000002691286,0.0003081017],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001865057,0.0009013347,0.9465992,0.00005134585,0.0003174424,0.00005005384,0.0004134391,0.001521749,0.03013097,0.0000709568,0.005445975,0.01431099],"study_design_scores_gemma":[0.001877936,0.000371064,0.9793215,0.00002625195,0.00008924663,0.000008532464,0.0005345584,0.00005112806,0.002476862,0.0002805358,0.01473109,0.0002312344],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9976017,0.00009654933,0.0003035241,0.0003015046,0.0001451127,0.000572755,0.00004796835,0.000004447635,0.0009263809],"genre_scores_gemma":[0.9874218,0.0003080157,0.009757548,0.0001217815,0.00003260705,0.00003379245,0.000007376177,0.00001900241,0.002298065],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03272232,"threshold_uncertainty_score":0.9986359,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02166871997894,"score_gpt":0.2420296236197145,"score_spread":0.2203609036407745,"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."}}