{"id":"W3207181665","doi":"10.1016/j.conbuildmat.2021.125143","title":"Effect of molecular structure of maleic anhydride, fumaric acid – Isopentenyl polyoxyethylene ether based polycarboxylate superplasticizer on its properties in cement pastes","year":2021,"lang":"en","type":"article","venue":"Construction and Building Materials","topic":"Concrete and Cement Materials Research","field":"Engineering","cited_by":27,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"Ministry of Science and Technology of the People's Republic of China","keywords":"Maleic anhydride; Superplasticizer; Materials science; Adsorption; Ether; Fourier transform infrared spectroscopy; Polymer chemistry; Chemical engineering; Polymer; Organic chemistry; Cement; Chemistry; Copolymer; Composite material","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":[],"consensus_categories":[],"category_scores_codex":[0.0001845336,0.0001914486,0.0004128471,0.0001872874,0.00002471855,0.00005099021,0.00007420462,0.0000937502,0.0007371671],"category_scores_gemma":[0.0000549419,0.0001593136,0.00003665436,0.000155299,0.00007172574,0.00007167945,0.00005378893,0.00006277008,0.000001218105],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002918405,"about_ca_system_score_gemma":0.00002527116,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003014529,"about_ca_topic_score_gemma":0.000003619194,"domain_scores_codex":[0.9988038,0.0001956063,0.0003845295,0.000202014,0.000198963,0.0002151149],"domain_scores_gemma":[0.9996306,0.00004846332,0.00006089637,0.0001579359,0.00005956536,0.00004251776],"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":[0.0002357224,0.000008717709,0.00066448,0.0008726871,0.00004680576,0.000008263339,0.00003019916,0.0004432623,0.9950666,0.00021059,0.000003354441,0.002409263],"study_design_scores_gemma":[0.0009552845,0.000181585,0.0003678072,0.0003789602,0.00002838749,0.00001064976,0.00002555806,0.0003736517,0.9974812,0.00002785071,0.00002868422,0.0001403968],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9983852,0.0006238247,0.0001522369,0.00002848484,0.0004662074,0.0002006454,0.00006671304,0.0000289981,0.00004768465],"genre_scores_gemma":[0.9994998,0.0001085309,0.0002866146,0.00001701911,0.00002660624,0.0000136754,0.00001403,0.00002515224,0.000008571435],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002414529,"threshold_uncertainty_score":0.8071463,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01009730396831165,"score_gpt":0.2328098988217058,"score_spread":0.2227125948533941,"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."}}