{"id":"W2342251143","doi":"","title":"An Innovative Process for Winter Construction of Concrete Sidewalks - The City of Calgary","year":2015,"lang":"en","type":"article","venue":"TAC 2015: Getting You There Safely - 2015 Conference and Exhibition of the Transportation Association of Canada // ATC: Destination sécurité routière - 2015 Congrès et Exposition de l'Association des transports du Canada","topic":"Smart Materials for Construction","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Civil engineering; Cold winter; Winter season; Engineering; Summer season; Environmental science; Transport engineering; Forensic engineering; Architectural engineering; Geography; Meteorology","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":[0.004958068,0.0009211681,0.0004750766,0.002676228,0.006668997,0.003362655,0.001647708,0.0008472545,0.007072851],"category_scores_gemma":[0.003742911,0.0006657721,0.0008164646,0.003836935,0.002730129,0.0007381412,0.004055316,0.001838218,0.001425285],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01112759,"about_ca_system_score_gemma":0.0242317,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2512907,"about_ca_topic_score_gemma":0.4733797,"domain_scores_codex":[0.9957554,0.0006520114,0.0002123587,0.0009394015,0.001815092,0.0006257566],"domain_scores_gemma":[0.9965436,0.0005066679,0.000262402,0.0006134554,0.001809383,0.0002644056],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005103131,0.0008986068,0.03605034,0.001445305,0.00007477875,0.004800916,0.07494169,0.01258647,0.1040652,0.0224903,0.0236457,0.7184905],"study_design_scores_gemma":[0.0001720388,0.00140403,0.2249488,0.0008793524,0.0001255325,0.001054272,0.07371187,0.005525557,0.09112182,0.004292704,0.5963771,0.0003870396],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5591308,0.00159568,0.2500651,0.002010587,0.0006573173,0.02899818,0.003042191,0.001627642,0.1528725],"genre_scores_gemma":[0.3991086,0.001161271,0.498491,0.0006121149,0.00007382719,0.005669655,0.002620574,0.0003466655,0.09191632],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7487093,"threshold_uncertainty_score":0.4996561,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01175333353278691,"score_gpt":0.2381523405254081,"score_spread":0.2263990069926212,"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."}}