{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002988131,0.001300151,0.001107346,0.002663993,0.00287713,0.00876162,0.001565096,0.004369064,0.4587881],"category_scores_gemma":[0.00701791,0.0007123594,0.0008792845,0.003019651,0.001260498,0.005335378,0.00370884,0.00394823,0.3097889],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001719771,"about_ca_system_score_gemma":0.005061386,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002173139,"about_ca_topic_score_gemma":0.005663631,"domain_scores_codex":[0.9976017,0.0001813621,0.0001559918,0.0002845118,0.001505098,0.0002713131],"domain_scores_gemma":[0.9927194,0.0005495196,0.0003253037,0.0005596231,0.004057313,0.001788764],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004197092,0.00002310329,0.00008281792,0.00019423,0.000003415061,0.00006599207,0.00002254551,0.00001961618,0.0006829567,0.001100636,0.938827,0.05893579],"study_design_scores_gemma":[0.000003040547,0.00001266962,0.00007538524,0.00004436118,0.000001480433,0.00002301476,0.00002943938,0.00001693382,0.0001694852,0.000306013,0.9993144,0.000003664019],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001597391,0.01673035,0.002939093,0.08589713,0.4043767,0.0003774293,0.002940049,0.003299369,0.4818424],"genre_scores_gemma":[0.004466782,0.01475327,0.001658224,0.02081294,0.04753802,0.0001396249,0.001362946,0.001246753,0.9080213],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4587881,"threshold_uncertainty_score":0.771973,"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."}}