{"id":"W801469742","doi":"","title":"Simplified Model to Predict Frost Penetration for Manitoba Soils","year":2008,"lang":"en","type":"article","venue":"","topic":"Smart Materials for Construction","field":"Environmental Science","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Frost (temperature); Penetration (warfare); Environmental science; Geotechnical engineering; Moisture; Penetration test; Hydrology (agriculture); Geology; Meteorology; Engineering; Subgrade; Geography","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00007315744,0.00007647235,0.00007064643,0.00001893759,0.0001438468,0.00001756114,0.00009046451,0.00004239346,0.0004286495],"category_scores_gemma":[0.00002060484,0.00007116921,0.00002825562,0.00005768077,0.00004409494,0.0001960568,0.0000485895,0.00001778123,0.0005628433],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008786777,"about_ca_system_score_gemma":0.000008092263,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005130335,"about_ca_topic_score_gemma":0.001297412,"domain_scores_codex":[0.9993465,0.000007528583,0.0001384628,0.0002036289,0.0001442572,0.0001596174],"domain_scores_gemma":[0.9997379,0.00001307004,0.00002640431,0.0001457315,0.000006270661,0.00007059707],"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":[0.0001981215,0.00008081723,0.1924998,0.0000108456,0.00001208901,0.000001982979,0.000484993,0.08880371,0.6397275,0.0009700995,0.07457244,0.002637597],"study_design_scores_gemma":[0.001512802,0.0003637042,0.5415034,0.000008191775,0.00003024419,0.00008953149,0.0002162969,0.2580167,0.185151,0.006611015,0.005812292,0.0006848664],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9302558,4.74938e-7,0.06369719,0.000112422,0.0002206717,0.0004146416,0.00001901457,0.00007414224,0.005205669],"genre_scores_gemma":[0.9812939,0.000001309873,0.01771691,0.0003030894,0.00007540655,0.00006978806,0.00001832646,0.00001036213,0.0005108837],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4545766,"threshold_uncertainty_score":0.7234399,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02905221531626364,"score_gpt":0.2292203077829981,"score_spread":0.2001680924667344,"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."}}