{"id":"W2375206458","doi":"","title":"Preparation of Epoxysuccinic Acid-2,3-Epoxypropylsulfonic Acid Copolymer and Its Scale Inhibiting Property","year":2005,"lang":"en","type":"article","venue":"","topic":"Calcium Carbonate Crystallization and Inhibition","field":"Materials Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"CAE (Canada)","funders":"","keywords":"Chemistry; Copolymer; Molar ratio; Monomer; Polymerization; Salt (chemistry); Calcium; Zinc; Calcium carbonate; Nuclear chemistry; Phosphate; Polymer chemistry; Inorganic chemistry; Organic chemistry; Catalysis; Polymer","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003300575,0.0001424481,0.0001980419,0.00008116085,0.0001118721,0.00006655712,0.00007680739,0.00009006439,0.001730518],"category_scores_gemma":[0.0000671721,0.0001008353,0.00004432596,0.0001713475,0.00008144125,0.0006295145,0.00008052236,0.00006002094,0.00009679289],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004833798,"about_ca_system_score_gemma":0.00006464513,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002033898,"about_ca_topic_score_gemma":0.00006637777,"domain_scores_codex":[0.9986513,0.0000671583,0.0004688693,0.0003271152,0.0002683056,0.0002172127],"domain_scores_gemma":[0.9993941,0.00001574642,0.0001793122,0.0001525373,0.0001702227,0.00008804828],"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":[0.00004515165,0.00005337023,0.00003757224,0.00004721003,0.00000201675,3.831379e-7,0.000347366,0.00003254665,0.9971827,0.0009582603,0.0002868261,0.001006631],"study_design_scores_gemma":[0.0005231529,0.00009961163,0.00008399114,0.00005047958,0.00001234575,0.00002057487,0.000123123,0.007157591,0.9907761,0.00004626536,0.0009503574,0.0001564463],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9818781,0.0005059487,0.000856416,0.0004885591,0.00008524632,0.0003323565,0.00001209411,0.0001206228,0.01572067],"genre_scores_gemma":[0.9967199,0.00004570461,0.0008438748,0.0002630339,0.0001079568,0.0000215211,0.00001916109,0.00001647652,0.001962375],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01484181,"threshold_uncertainty_score":0.999182,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01693866947403269,"score_gpt":0.2737295372735392,"score_spread":0.2567908677995064,"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."}}