{"id":"W4240065841","doi":"10.32920/16840354","title":"Microstructure Analyses Of Reinforcement Mechanism Of Cement In Stabilizing Champlain Sea Clay","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Cement; Curing (chemistry); Microstructure; Compressive strength; Materials science; Portland cement; Ettringite; Cement kiln; Composite material; Geotechnical engineering; Geology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0001071807,0.0001260319,0.00006659175,0.0003619767,0.0001156692,0.0001207373,0.000100351,0.0001291405,0.0008399344],"category_scores_gemma":[0.00009614816,0.0001010508,0.0001267894,0.0001337994,0.0001522191,0.0001083298,0.00007886578,0.000116018,0.00008954287],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002004713,"about_ca_system_score_gemma":0.0001215316,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004922728,"about_ca_topic_score_gemma":0.009116721,"domain_scores_codex":[0.999949,0.00000440016,0.000002790872,0.0000122533,0.00002119557,0.00001046018],"domain_scores_gemma":[0.9999157,0.00001066613,0.00002728379,0.000003765729,0.00003188846,0.00001055637],"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":[0.00003443457,0.00000592272,0.002725013,0.00002593439,0.0000027992,0.00003864626,0.00005495717,0.0001590323,0.9956643,0.00002777889,0.0000118898,0.001249213],"study_design_scores_gemma":[0.000006049264,0.0002115388,0.1423324,0.000007959537,0.00001799868,0.0001230166,0.0001916292,0.002094655,0.8538488,0.00002979095,0.001125852,0.00001042938],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9984319,0.0002496626,0.0006194719,0.000006238794,0.000001996337,0.000009750904,0.00008887369,0.00001437616,0.0005776823],"genre_scores_gemma":[0.9980401,0.0001406484,0.0006695234,0.000007294866,0.000001421771,0.000008626824,0.0001056497,0.000004057816,0.00102266],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004922728,"threshold_uncertainty_score":0.009788156,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02456953540705172,"score_gpt":0.2579364548046514,"score_spread":0.2333669193975997,"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."}}