{"id":"W2123375349","doi":"10.51847/nqivuu9","title":"10.51847/NQivUU9","year":2000,"lang":"en","type":"article","venue":"Time to knit","topic":"Arsenic contamination and mitigation","field":"Environmental Science","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Arsenate; Arsenic; Arsenite; Ferrous; Chemistry; Ferric; Inorganic chemistry; Biosorption; Nuclear chemistry; Adsorption; Sorption; Organic chemistry","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0006308041,0.001203605,0.0008336087,0.001448044,0.001685841,0.002953287,0.001399989,0.002463214,0.8932085],"category_scores_gemma":[0.0009600606,0.0005622855,0.0005431649,0.001503131,0.0009714826,0.001676447,0.002790775,0.001116588,0.9068618],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001002374,"about_ca_system_score_gemma":0.0007690753,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002628802,"about_ca_topic_score_gemma":0.002044223,"domain_scores_codex":[0.9994455,0.00004721532,0.0000446885,0.0001635242,0.000204029,0.00009505656],"domain_scores_gemma":[0.9993386,0.0000703957,0.00005196741,0.000133831,0.0001865328,0.0002186358],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000465415,0.0003926935,0.002423644,0.0003825963,0.00002614642,0.0004635386,0.0002284908,0.0004962066,0.02798568,0.008982704,0.1535363,0.8046166],"study_design_scores_gemma":[0.00004364162,0.0001115718,0.002076138,0.0001114747,0.00001039845,0.0005269476,0.0001215644,0.0005943695,0.004310976,0.002189468,0.9898854,0.00001795831],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.009299587,0.002078039,0.008057844,0.001918164,0.002833816,0.0002206842,0.003945401,0.005176915,0.9664695],"genre_scores_gemma":[0.009323969,0.0003676752,0.001997772,0.0003727456,0.0001451744,0.00008224027,0.002527206,0.0004244291,0.9847587],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1067915,"threshold_uncertainty_score":0.152325,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003650818581824962,"score_gpt":0.1651624228696964,"score_spread":0.1615116042878715,"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."}}