{"id":"W2228362336","doi":"10.1007/978-3-642-16657-0_4","title":"The Effect of SWCNT and Other Nanomaterials on Cement Hydration and Reinforcement","year":2011,"lang":"en","type":"book-chapter","venue":"","topic":"Concrete and Cement Materials Research","field":"Engineering","cited_by":57,"is_retracted":false,"has_abstract":false,"ca_institutions":"National Research Council Canada","funders":"","keywords":"Materials science; Portland cement; Nucleation; Composite material; Carbon nanotube; Nanomaterials; Cement; Sonication; Composite number; Nanoscopic scale; Chemical engineering; Nanotechnology; Chemistry","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":[0.0003225766,0.0001912066,0.0002292248,0.00004987495,0.0000457354,0.0000526551,0.00006319331,0.00009235898,0.001285444],"category_scores_gemma":[0.000005245322,0.0001146953,0.00002634833,0.000004541453,0.00004624836,0.00002281955,0.00005936231,0.00004480013,0.00002743861],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002158689,"about_ca_system_score_gemma":0.000004266902,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000020596,"about_ca_topic_score_gemma":0.000005015094,"domain_scores_codex":[0.999307,0.00001673019,0.0002547363,0.0001219427,0.0001695339,0.0001301018],"domain_scores_gemma":[0.9996359,0.00007030827,0.00004792131,0.0001947943,0.00001569148,0.00003538793],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.001840341,0.000008206404,0.00004545263,0.004315587,0.001897414,0.00001369088,0.00089751,0.0002005397,0.397332,0.443443,0.009944452,0.1400619],"study_design_scores_gemma":[0.0009207946,0.002018106,0.00001195634,0.000311888,0.00009206599,0.000002837701,0.000006622178,0.0003889719,0.6876301,0.0007558519,0.3074563,0.0004045354],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1154379,0.000706067,0.0000651465,0.00001927478,0.0003557381,0.00111563,0.00002045741,0.00006696724,0.8822129],"genre_scores_gemma":[0.8455371,0.003320879,0.00001032756,0.00004270516,0.0001400512,0.00008316514,0.00001966827,0.00007778103,0.1507683],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.7314445,"threshold_uncertainty_score":0.9996275,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01546043218416727,"score_gpt":0.220826296533286,"score_spread":0.2053658643491188,"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."}}