{"id":"W4214674200","doi":"10.1080/10643389.2022.2039549","title":"Colloidal lead in drinking water: Formation, occurrence, and characterization","year":2022,"lang":"en","type":"article","venue":"Critical Reviews in Environmental Science and Technology","topic":"Arsenic contamination and mitigation","field":"Environmental Science","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Lead (geology); Colloid; Environmental science; Water quality; Nanotechnology; Environmental chemistry; Chemistry; Environmental engineering; Materials science; Geology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00077859,0.0005527525,0.0008232159,0.002403494,0.0002885941,0.001050027,0.0004919434,0.0008716721,0.0005383257],"category_scores_gemma":[0.0007154461,0.0003792284,0.0005489413,0.001504622,0.0005720673,0.0007260895,0.0005153344,0.000650734,0.0004822922],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007345364,"about_ca_system_score_gemma":0.001017851,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003874857,"about_ca_topic_score_gemma":0.003969873,"domain_scores_codex":[0.9991879,0.0001013915,0.00007099519,0.0001758543,0.0004119832,0.00005188312],"domain_scores_gemma":[0.9996191,0.0001404797,0.00008011012,0.00001037575,0.0001366128,0.00001330759],"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":[0.0001168047,0.00008534421,0.006336796,0.04303603,0.0002894512,0.001215689,0.0006948408,0.002996408,0.2153729,0.006520218,0.01001972,0.7133158],"study_design_scores_gemma":[0.00002049012,0.0006132642,0.02315155,0.00388419,0.0005138477,0.006134172,0.0007656495,0.003244765,0.2090006,0.007054177,0.7454108,0.0002065548],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.01524926,0.9712975,0.007908925,0.0007623335,0.0002763804,0.00006401456,0.0002884137,0.00006292026,0.004090223],"genre_scores_gemma":[0.06058181,0.9288702,0.006293716,0.0003084236,0.000272408,0.00008930139,0.000297878,0.00002442151,0.003261897],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.003874857,"threshold_uncertainty_score":0.007704616,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009849408474711305,"score_gpt":0.2471234324795667,"score_spread":0.2372740240048554,"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."}}