{"id":"W2891860321","doi":"10.2134/csa2018.63.0901","title":"Microbial Water Quality Monitoring and Modeling","year":2018,"lang":"en","type":"article","venue":"CSA News","topic":"Water Quality and Pollution Assessment","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Water quality; Environmental science; Recreation; Quality (philosophy); Water resource management; Irrigation; Environmental planning; Business; Ecology; Biology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002508825,0.00006668744,0.00006975306,0.000009021008,0.0001440573,0.00003711327,0.00007449796,0.00003643813,0.0006675342],"category_scores_gemma":[0.000004481158,0.00004908428,0.00001932658,0.00002646712,0.0001000304,0.0001307513,0.0001406742,0.00005246385,0.0007443004],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004799831,"about_ca_system_score_gemma":0.000002150645,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001671123,"about_ca_topic_score_gemma":0.0001019037,"domain_scores_codex":[0.9993427,0.00005941825,0.0001424773,0.0001746901,0.00009962755,0.0001811044],"domain_scores_gemma":[0.9997754,0.000005685029,0.00001646021,0.0001330748,0.000003593092,0.000065749],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00004080011,0.00006789587,0.07838295,0.00001509414,0.00001198345,0.00000196361,0.008963579,0.0005920951,0.8997903,0.000186547,0.001784696,0.01016203],"study_design_scores_gemma":[0.001190803,0.0001498138,0.06293902,0.00003493534,0.00002339907,0.00001359936,0.0009210504,0.004906433,0.7957785,0.004016265,0.1292602,0.0007660295],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9935374,0.000005827345,0.001887965,0.0007147136,0.0002661007,0.00005435453,0.000001917081,0.00002678544,0.003504939],"genre_scores_gemma":[0.9971809,0.000005626824,0.001509469,0.0001808907,0.0002417225,0.00000252663,0.00000154445,0.000004669832,0.0008726335],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1274755,"threshold_uncertainty_score":0.9566724,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07934222668611261,"score_gpt":0.3328070174972155,"score_spread":0.2534647908111029,"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."}}