{"id":"W3210587733","doi":"10.1002/awwa.1802","title":"AWWA Water Science Author Spotlight","year":2021,"lang":"en","type":"article","venue":"American Water Works Association","topic":"Water Quality Monitoring Technologies","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"China; Capacitive deionization; Management; Operations research; Library science; Engineering; Political science; Computer science; Law; Chemistry","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001047967,0.0001574702,0.0002021826,0.00007110304,0.0003436339,0.0002516257,0.0004482173,0.0000862848,0.0004456844],"category_scores_gemma":[0.0001582742,0.000105806,0.00006148432,0.000669262,0.0005058335,0.000559515,0.0007455624,0.0002287495,0.002082357],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001433369,"about_ca_system_score_gemma":0.00001472883,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004583753,"about_ca_topic_score_gemma":0.00002725068,"domain_scores_codex":[0.997536,0.0001077653,0.0002534152,0.0005275445,0.0007790879,0.000796208],"domain_scores_gemma":[0.9992586,0.00004197667,0.0001052415,0.000458321,0.00004904835,0.00008675427],"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":[0.000008591885,0.0001070807,0.4383869,0.000003305677,0.00002959163,0.00002795212,0.003752941,0.0003841122,0.5332582,0.00003873121,0.003184818,0.02081777],"study_design_scores_gemma":[0.0001105625,0.00002993242,0.07414275,0.00001011761,0.00001442843,0.000003024051,0.0005685694,0.00007069021,0.9091037,0.001054282,0.01464512,0.0002468334],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9866176,0.000005775066,0.0002236695,0.01071781,0.0004469385,0.00008355384,0.000001752011,0.000336864,0.001566051],"genre_scores_gemma":[0.9921901,0.000009737897,0.002986572,0.0002627418,0.00008592256,0.00001929718,0.00001572838,0.00001899102,0.004410921],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3758455,"threshold_uncertainty_score":0.9986947,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01129355396826682,"score_gpt":0.2529538166431004,"score_spread":0.2416602626748336,"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."}}