{"id":"W4391559466","doi":"10.21203/rs.3.rs-3927465/v1","title":"Recycling of Poly (Methyl Methacrylate) Waste Sheets to Synthesize Catalyst-Free Bi- Functional Cation Exchange Resin for Sequestering of Toxic Pollutant","year":2024,"lang":"en","type":"preprint","venue":"Research Square","topic":"Recycling and Waste Management Techniques","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Kootenay Association for Science & Technology","funders":"","keywords":"Catalysis; Pollutant; Ion-exchange resin; Methyl methacrylate; Waste management; Chemistry; Methacrylate; Materials science; Chemical engineering; Polymer chemistry; Organic chemistry; Polymer; Copolymer; Engineering","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":[0.0001760547,0.0005291225,0.0002008873,0.0002404291,0.0001000727,0.0001998114,0.0001684536,0.0002917829,0.001057556],"category_scores_gemma":[0.0001044638,0.0001293341,0.0002968892,0.0001323339,0.00008060226,0.0002245564,0.0001447991,0.0003046961,0.0008532116],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000103108,"about_ca_system_score_gemma":0.0001352888,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001731871,"about_ca_topic_score_gemma":0.0004752575,"domain_scores_codex":[0.99988,0.00001555876,0.000009196889,0.00002079841,0.00005243206,0.00002203599],"domain_scores_gemma":[0.9999315,0.000007610816,0.0000224227,0.00001048098,0.0000166337,0.00001129411],"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":[0.00001002012,0.0000106673,0.00002359006,0.00002550798,0.000001501939,0.00002014596,0.000002721905,0.00003341332,0.9989219,0.00001348713,0.00001072648,0.0009263204],"study_design_scores_gemma":[0.000003074515,0.00007034357,0.0004094373,0.000003558882,0.000005041033,0.00007670579,0.000003912549,0.000404067,0.998209,0.000008001088,0.000804615,0.000002298615],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9737352,0.002195652,0.02091108,0.00008516695,0.00005030786,0.00006967536,0.0001785146,0.0003070814,0.002467354],"genre_scores_gemma":[0.9651005,0.001294908,0.02784782,0.00005262373,0.00001678904,0.00006151223,0.000299778,0.00007780237,0.005248166],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001057556,"threshold_uncertainty_score":0.003537893,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08483258484052318,"score_gpt":0.3742158020430397,"score_spread":0.2893832172025165,"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."}}