{"meta":{"query_hash":"e0acbf93dcf0","filters":{"venue":"Industrial Water Treatment"},"cohort_total":1,"direct_labels_cover":0,"predictions_cover":1,"exported":1,"export_cap":100000,"truncated":false,"label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12"},"permalink":"https://metacan.xera.ac/q/e0acbf93dcf0","api":"https://metacan.xera.ac/api/v1/cohort?venue=Industrial+Water+Treatment"},"results":[{"id":"W2360587635","doi":"","title":"New development of electro-deionization water purification technology","year":2000,"lang":"en","type":"article","venue":"Industrial Water Treatment","topic":"Membrane-based Ion Separation Techniques","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Portable water purification; Ion exchange; Ion-exchange resin; Waste management; China; Capacitive deionization; Environmental science; Engineering; Process engineering; Chemistry; Ion; Membrane; Desalination","score_opus":0.025263856321886973,"score_gpt":0.23232092859172607,"score_spread":0.2070570722698391,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2360587635","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9880067,0.000051182455,0.008408321,0.0005578454,0.00013845114,0.0006400828,0.0000036907118,0.0007726426,0.0014210533],"genre_scores_gemma":[0.99089694,0.00004086186,0.005297629,0.00001028839,0.00012545283,0.00013434478,0.00028236653,0.00003280526,0.0031792892],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9990216,0.000020495683,0.00041543544,0.00016943,0.00013102381,0.00024203128],"domain_scores_gemma":[0.9996603,0.0000052193127,0.000020488611,0.00022552712,0.000034309112,0.000054131906],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00007311762,0.00017224398,0.0001871353,0.00021103524,0.000054136188,0.000018719173,0.000096644835,0.00023626599,0.0018204594],"category_scores_gemma":[0.0000017776872,0.0001114236,0.00003344561,0.00014409612,0.000014099276,0.00012220562,0.000006408384,0.000075815304,0.00037010125],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000056772657,0.0000841307,0.000058929043,0.0000063021816,0.000088596076,0.0000019242286,0.0007658924,0.0021064004,0.661824,0.0000673852,0.001423955,0.3335157],"study_design_scores_gemma":[0.00070991344,0.00010126476,0.000005709715,0.000009613833,0.000015625132,0.0000026142154,0.0000060622147,0.00008321013,0.8416094,0.00012054518,0.15722561,0.00011041357],"about_ca_topic_score_codex":0.000018330471,"about_ca_topic_score_gemma":0.0000028701595,"teacher_disagreement_score":0.3334053,"about_ca_system_score_codex":0.00028066005,"about_ca_system_score_gemma":0.000052417698,"threshold_uncertainty_score":0.999092},"labels":[],"label_agreement":null}]}