{"id":"W7115060445","doi":"10.21467/proceedings.7.8.10","title":"Defluoridation of Water Using Low Cost Bioadsorbents","year":2025,"lang":"","type":"article","venue":"AIJR Proceedings","topic":"Fluoride Effects and Removal","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Bishop's University","funders":"","keywords":"Bamboo; Bamboo shoot; Shell (structure); Adsorption; Fluoride; Shoot; Carbon fibers","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0002055896,0.0004211018,0.0003077354,0.0003788027,0.0002119761,0.0003106451,0.0002328091,0.0003688881,0.0007617533],"category_scores_gemma":[0.0001821442,0.0001335885,0.0003251353,0.0002356493,0.0001502525,0.0003316471,0.000206602,0.0002941797,0.0003122262],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003512797,"about_ca_system_score_gemma":0.0001669185,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001549153,"about_ca_topic_score_gemma":0.004802559,"domain_scores_codex":[0.9997603,0.00004287589,0.00001139925,0.00003125195,0.0001187827,0.00003529199],"domain_scores_gemma":[0.9999411,0.00001770545,0.00001219715,0.000004241903,0.00001765519,0.00000711852],"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":[0.00003164731,0.00001159107,0.000130113,0.00006890866,0.000004071305,0.00001816437,0.000005366747,0.00008443405,0.9975442,0.00001892552,0.00001836556,0.002064185],"study_design_scores_gemma":[0.000005098912,0.0001960446,0.001154641,0.000005146628,0.000006902532,0.00005652726,0.00002559805,0.0005376569,0.9970727,0.00001693424,0.0009185825,0.000004185244],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9902625,0.001877985,0.006125215,0.00009805098,0.00002082083,0.00004081308,0.0001401604,0.00006708979,0.001367357],"genre_scores_gemma":[0.9866406,0.001223633,0.009235956,0.0000469593,0.0000101419,0.00003492482,0.0001860144,0.00001412651,0.002607631],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001549153,"threshold_uncertainty_score":0.003080189,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008555659919777855,"score_gpt":0.2454229407981113,"score_spread":0.2368672808783334,"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."}}