{"id":"W2089356890","doi":"10.1139/cjce-2013-0578","title":"Evaluation of a modification of current microsurfacing mix design procedures","year":2015,"lang":"en","type":"article","venue":"Canadian Journal of Civil Engineering","topic":"Tunneling and Rock Mechanics","field":"Engineering","cited_by":31,"is_retracted":false,"has_abstract":true,"ca_institutions":"École de Technologie Supérieure","funders":"","keywords":"Gradation; Asphalt; Aggregate (composite); Engineering; Factorial experiment; Design of experiments; Portland cement; Civil engineering; Process engineering; Cement; Computer science; Statistics; Mathematics; Materials science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.006228215,0.000990916,0.0005478499,0.0009878767,0.0003015726,0.0005840064,0.001447611,0.0005743651,0.002824797],"category_scores_gemma":[0.008704634,0.0004453844,0.0005874778,0.0004325612,0.0002990926,0.0006734459,0.000603559,0.0005355977,0.0008478129],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005868317,"about_ca_system_score_gemma":0.0009483321,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006346941,"about_ca_topic_score_gemma":0.001348117,"domain_scores_codex":[0.9937819,0.001351318,0.0007184226,0.000638801,0.003337624,0.0001720192],"domain_scores_gemma":[0.9941806,0.001532865,0.00107327,0.0009956763,0.002063608,0.0001539884],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.002089168,0.001259625,0.008278699,0.001429351,0.0001128103,0.0001061332,0.0003129248,0.02665843,0.6172765,0.002143163,0.0007374538,0.3395958],"study_design_scores_gemma":[0.0002851921,0.02513799,0.02760003,0.0001167342,0.0003182794,0.0005131473,0.0002305199,0.06562987,0.852471,0.000835592,0.02672939,0.0001322192],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5245027,0.0006922137,0.4636755,0.0001464809,0.0001384545,0.002941506,0.0007646205,0.001881245,0.005257293],"genre_scores_gemma":[0.4680004,0.0002989313,0.5259429,0.0000880423,0.00002663813,0.001465065,0.0005241756,0.0002342906,0.003419621],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006228215,"threshold_uncertainty_score":0.0329383,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06868022484061943,"score_gpt":0.2543623393195835,"score_spread":0.1856821144789641,"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."}}