{"id":"W7037638794","doi":"","title":"Effect of De-icer and Anti-icer Chemicals on the Durability, Microstructure, and Properties of Cement-based Materials","year":2009,"lang":"en","type":"dissertation","venue":"Library and Archives Canada (Government of Canada)","topic":"Concrete and Cement Materials Research","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Magnesium; Calcium; Magnesium acetate; Calcium hydroxide; Potassium hydroxide; Cement; Calcium silicate hydrate; Potassium","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.0003489825,0.0003808069,0.0003548277,0.0002710055,0.0001795569,0.0002393543,0.0002451158,0.0002840569,0.00113219],"category_scores_gemma":[0.0004166813,0.0001679097,0.000355925,0.0001878266,0.0002232005,0.0002223203,0.0002121065,0.0003903958,0.0001441941],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002063977,"about_ca_system_score_gemma":0.0002397445,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001106601,"about_ca_topic_score_gemma":0.002331147,"domain_scores_codex":[0.9996973,0.0000562446,0.00003065274,0.00005853965,0.0001081381,0.00004914967],"domain_scores_gemma":[0.9995137,0.00009311427,0.0001510369,0.0000441876,0.0001427109,0.00005516985],"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":[0.0003959763,0.0001069661,0.002104203,0.0001102533,0.00003079483,0.0001063871,0.00005932225,0.0002585792,0.9938411,0.00002533863,0.00002731741,0.002933811],"study_design_scores_gemma":[0.000008838934,0.003457782,0.03002543,0.0000106847,0.00005517947,0.0001727798,0.0001020143,0.0002719564,0.9644366,0.00001754427,0.001430581,0.00001050669],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9983815,0.0006574324,0.000190715,0.0000120345,0.00001004633,0.00002038137,0.00009811216,0.000007483512,0.0006223166],"genre_scores_gemma":[0.9968184,0.0009076596,0.0006551949,0.00004613337,0.000008773493,0.00001342691,0.0001904657,0.00001126689,0.001348623],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00113219,"threshold_uncertainty_score":0.003787577,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003158684828005704,"score_gpt":0.161313205971946,"score_spread":0.1581545211439402,"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."}}