{"id":"W4402455015","doi":"10.11159/icmie24.105","title":"Quality Evaluation of Honduran Bottled Water for Human Consumption through Experimental Design","year":2024,"lang":"en","type":"article","venue":"Proceedings of the World Congress on Mechanical, Chemical, and Material Engineering","topic":"Wastewater Treatment and Reuse","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Bottled water; Quality (philosophy); Consumption (sociology); Water consumption; Business; Environmental science; Environmental engineering","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00042275,0.0001521557,0.0001988914,0.00002736034,0.00005935525,0.00005615649,0.0001595958,0.00005833431,0.0001831224],"category_scores_gemma":[0.00001721065,0.00009291324,0.00007211931,0.00005405,0.00008153946,0.0001579716,0.0001060357,0.00005490596,0.000002639226],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007533436,"about_ca_system_score_gemma":0.000003129151,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001180467,"about_ca_topic_score_gemma":8.45548e-7,"domain_scores_codex":[0.999025,0.000009556458,0.000276072,0.0002476926,0.0002746075,0.0001670364],"domain_scores_gemma":[0.9997669,0.00003565516,0.00005953638,0.00008308113,0.00001969792,0.00003512717],"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":[0.00009025181,0.00005485826,0.00001106389,0.0001763969,0.00002917445,7.047765e-8,0.00006101425,0.0001416195,0.9971669,0.002063078,0.0001691423,0.00003645358],"study_design_scores_gemma":[0.0005622763,0.00006230542,0.000007809632,0.0001737276,0.00007310634,0.000001285356,0.00002281522,0.002260133,0.9955633,0.000980763,0.0001715479,0.0001209592],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9987689,0.00001299407,0.000007149295,0.0000714324,0.0004686351,0.0005390183,0.00001074813,0.00004633757,0.00007474468],"genre_scores_gemma":[0.9981788,0.000006793321,0.00150972,0.000006927608,0.00005552541,0.0001018455,0.000005447459,0.00001990938,0.0001149848],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002118514,"threshold_uncertainty_score":0.3788892,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04689353434660284,"score_gpt":0.3011588279680879,"score_spread":0.2542652936214851,"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."}}