{"id":"W2549356208","doi":"","title":"Evaluation of Test Methods for De-icer Scaling Resistance of Concrete","year":2012,"lang":"en","type":"dissertation","venue":"TSpace (University of Toronto)","topic":"Concrete and Cement Materials Research","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Cement; Slag (welding); Curing (chemistry); Materials science; Air entrainment; Metallurgy; Scaling; Composite material; Mathematics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003691785,0.001023667,0.0004440202,0.001823919,0.0004072269,0.0003719124,0.0009919098,0.0005870649,0.001501759],"category_scores_gemma":[0.005600612,0.000390366,0.000466735,0.001083889,0.0004089311,0.0004098569,0.000604249,0.0006449755,0.0006938798],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005410031,"about_ca_system_score_gemma":0.0005548836,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002059297,"about_ca_topic_score_gemma":0.004820648,"domain_scores_codex":[0.9919373,0.001645793,0.0008121509,0.0007740682,0.004607045,0.0002237273],"domain_scores_gemma":[0.9903032,0.002736917,0.001259597,0.001150081,0.004233386,0.0003167558],"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":[0.0005163378,0.0004372754,0.007623453,0.0003611273,0.00005642052,0.00006972734,0.0003492668,0.0007871499,0.9541166,0.0002093919,0.0001737932,0.03529943],"study_design_scores_gemma":[0.00003298643,0.004278839,0.02623184,0.00004327252,0.00009364164,0.0003756931,0.00016959,0.002408497,0.9629479,0.0000643092,0.00330765,0.00004585613],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8492416,0.003970802,0.1326733,0.0001150912,0.000198226,0.001731927,0.001032067,0.0009512228,0.0100858],"genre_scores_gemma":[0.8256363,0.002754028,0.1560874,0.00009288234,0.0000482551,0.001334399,0.001946551,0.000266648,0.01183352],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003691785,"threshold_uncertainty_score":0.01952422,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04146647143313506,"score_gpt":0.3553892213893058,"score_spread":0.3139227499561708,"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."}}