{"id":"W6990737062","doi":"","title":"Effect of zeolite types LTX and LTA on physicochemical parameters of drinking water sample in Ghana, assisted by light transmission experiment","year":2018,"lang":"en","type":"article","venue":"Wolverhampton Intellectual Repository and E-Theses (University of Wolverhampton)","topic":"Water Quality Monitoring Technologies","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Grand Challenges Canada; Leverhulme Trust","keywords":"Turbidity; Raw water; Zeolite; Light intensity; Water treatment; Intensity (physics); Tap water; Raw material; Metal","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003462425,0.0002479982,0.0004754268,0.000146303,0.0001627591,0.00001447338,0.000326006,0.0001933812,0.0003601467],"category_scores_gemma":[0.00009852165,0.0002117924,0.0001094095,0.0002059546,0.001086526,0.0002028247,0.0003380666,0.0001911655,0.000002805695],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001163863,"about_ca_system_score_gemma":0.000007604376,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001330366,"about_ca_topic_score_gemma":0.00001249564,"domain_scores_codex":[0.9984449,0.0001454725,0.0002997333,0.0004700553,0.0003420913,0.0002977878],"domain_scores_gemma":[0.998639,0.0007694973,0.0001504408,0.000325764,0.00002303952,0.00009223622],"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":[0.001454204,0.0002363092,0.0126014,0.00006791559,0.00007757657,0.000005464374,0.01982853,0.000009630177,0.9555141,0.000008357017,0.0007952678,0.009401247],"study_design_scores_gemma":[0.0005730115,0.001723206,0.0005317752,0.0002704641,0.00004122963,0.000004184955,0.0015454,0.0001853242,0.9936825,0.00008994689,0.001135095,0.0002178738],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9979215,0.00008128951,0.0003411103,0.00007496132,0.00008578859,0.000205763,0.000006410365,0.00004327593,0.001239949],"genre_scores_gemma":[0.9982089,0.00004105346,0.001388942,0.000008381978,0.00001193346,0.000001440517,0.000006435958,0.0000114486,0.0003214882],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03816838,"threshold_uncertainty_score":0.8636642,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01108460426642372,"score_gpt":0.2194062862342089,"score_spread":0.2083216819677851,"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."}}