{"id":"W1987341851","doi":"10.1139/t06-002","title":"Granular protection design to minimize differential icing on insulated pavements","year":2006,"lang":"en","type":"article","venue":"Canadian Geotechnical Journal","topic":"Smart Materials for Construction","field":"Environmental Science","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Icing; Granular material; Differential (mechanical device); Geotechnical engineering; Climate zones; Environmental science; Layer (electronics); Materials science; Engineering; Geology; Composite material","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002808804,0.0001607533,0.0001476421,0.0001903715,0.000379101,0.0001234598,0.0002112,0.0001497914,0.001407193],"category_scores_gemma":[0.0000597093,0.0001520206,0.00006459636,0.0002636962,0.00006854734,0.0001197406,0.00003835253,0.0002940787,0.0005147182],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001105015,"about_ca_system_score_gemma":0.00005644762,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05411646,"about_ca_topic_score_gemma":0.00593195,"domain_scores_codex":[0.9984809,0.0001136003,0.0003333944,0.0002579949,0.0003387349,0.0004753775],"domain_scores_gemma":[0.9992018,0.00001258865,0.00009128188,0.0001776623,0.0000141495,0.0005024587],"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":[0.0004876126,0.0002102719,0.02846634,0.000008201955,0.00003727113,0.0004747821,0.00008821771,0.2306858,0.6807413,0.000172496,0.01117769,0.04745002],"study_design_scores_gemma":[0.002030952,0.0007194708,0.9077103,0.000145287,0.00006824452,0.0009722325,0.00002460108,0.01063632,0.05304875,0.003770326,0.01994888,0.0009246168],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8986355,0.000001856238,0.09942544,0.0006508142,0.0006567665,0.0004395807,0.000006178179,0.00004990114,0.0001339754],"genre_scores_gemma":[0.9978104,9.837091e-7,0.001547549,0.0002915628,0.0002484227,0.0000210424,0.000003938369,0.00002161035,0.00005445525],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.879244,"threshold_uncertainty_score":0.9995056,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01336189999866753,"score_gpt":0.1959191893237074,"score_spread":0.1825572893250399,"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."}}