{"id":"W2903061457","doi":"","title":"Subgrade Soil Frost Susceptibility Assessment for Pavement Design in Manitoba","year":2018,"lang":"en","type":"article","venue":"","topic":"Geotechnical Engineering and Soil Stabilization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Subgrade; Frost (temperature); Environmental science; Frost heaving; Geotechnical engineering; 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":[0.0004919509,0.0004673445,0.0002663791,0.001145428,0.00139823,0.0007426933,0.0006425578,0.0002650688,0.0009917076],"category_scores_gemma":[0.000763703,0.0003809749,0.0002480271,0.001044429,0.0003739843,0.0002360759,0.0005375494,0.0002476833,0.0002037189],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007549967,"about_ca_system_score_gemma":0.008879371,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8668604,"about_ca_topic_score_gemma":0.9798655,"domain_scores_codex":[0.9997459,0.00004595697,0.00001207222,0.00005242678,0.00007543512,0.00006819013],"domain_scores_gemma":[0.9993332,0.00006393627,0.00006050795,0.00002538866,0.0004215152,0.00009547977],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004620732,0.0004379722,0.8829583,0.0001275188,0.0001211104,0.0007704152,0.002764956,0.01291756,0.03889753,0.0005842716,0.000749608,0.05920865],"study_design_scores_gemma":[0.00003171412,0.0004124018,0.9681884,0.00003622571,0.00009707641,0.0001198273,0.00463623,0.01831439,0.005918365,0.0001218904,0.002098713,0.00002473028],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9972305,0.00004441896,0.0007534503,0.00003076087,0.000002009897,0.00005512062,0.0001985854,0.00002195748,0.001663242],"genre_scores_gemma":[0.992623,0.0001131062,0.003650144,0.00002292737,0.000001205366,0.00003879959,0.0002759374,0.000009329467,0.003265684],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1331396,"threshold_uncertainty_score":0.2678474,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02443223378747329,"score_gpt":0.2488415133708471,"score_spread":0.2244092795833738,"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."}}