{"id":"W3190523752","doi":"","title":"Adhesion of Ice to Concrete: Bonds and their Influence on Abrasion Mechanisms","year":2019,"lang":"en","type":"article","venue":"NPARC","topic":"Smart Materials for Construction","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Abrasion (mechanical); Adhesion; Bond; Materials science; Composite material; Forensic engineering; Business; Engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.0001424672,0.0000780642,0.0001029026,0.00002463263,0.00003027692,0.00000995243,0.00009215273,0.00004458172,0.001097556],"category_scores_gemma":[0.0000300128,0.00006178082,0.00001313383,0.00008096793,0.00004622325,0.0001136576,0.0001191727,0.00003481531,0.0005430868],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003313424,"about_ca_system_score_gemma":0.000003131265,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006153893,"about_ca_topic_score_gemma":0.000004979709,"domain_scores_codex":[0.9994133,0.00002601719,0.0001130982,0.0001941603,0.0001446509,0.0001087847],"domain_scores_gemma":[0.9996597,0.00004203328,0.00004999434,0.0001885677,0.000005162881,0.00005456779],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00004163834,0.000002304549,0.01265826,0.00000571332,0.000001108762,2.192461e-7,0.0001533721,0.0000490229,0.984779,0.0009456204,0.00007558028,0.001288136],"study_design_scores_gemma":[0.0001951555,0.0003640444,0.1073144,0.00003600033,0.000002512045,0.000004930852,0.00007562982,0.0001583317,0.8867127,0.004305524,0.0007328982,0.00009793361],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9958767,9.497247e-7,0.00006911824,0.00008834346,0.0001418193,0.0001859469,0.000005035717,0.00001974532,0.003612296],"genre_scores_gemma":[0.9979522,0.000002505321,0.001759837,0.0002098994,0.000008089886,0.000004776621,0.000001065604,0.000007067451,0.00005453339],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09806635,"threshold_uncertainty_score":0.9998156,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005330391785382696,"score_gpt":0.1985628112793774,"score_spread":0.1932324194939948,"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."}}