{"id":"W6947915076","doi":"10.48336/ywwh-zz22","title":"Influence of climate change on pavement design and materials in Canada","year":2023,"lang":"en","type":"article","venue":"Memorial University Research Repository (Memorial University)","topic":"Subterranean biodiversity and taxonomy","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Climate change; Asphalt; Greenhouse gas; Precipitation; Baseline (sea); Effects of global warming; Global warming; Climate zones","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004733099,0.0003555096,0.0002711795,0.001105348,0.001299406,0.001238008,0.0008635116,0.0002850028,0.001130139],"category_scores_gemma":[0.001237607,0.0002340501,0.0007045748,0.002717606,0.0006041057,0.0003487194,0.0004893351,0.0003702907,0.0001577254],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.04279468,"about_ca_system_score_gemma":0.02789549,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9944852,"about_ca_topic_score_gemma":0.9971973,"domain_scores_codex":[0.9991978,0.00003951773,0.00002845351,0.0001390047,0.0004138191,0.0001814402],"domain_scores_gemma":[0.9988309,0.00008594592,0.00008577985,0.00005689526,0.0008346812,0.0001059453],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002581736,0.0001549014,0.7891411,0.000245371,0.0002585054,0.0004480392,0.001105438,0.1274704,0.008077636,0.001565923,0.007392974,0.06388148],"study_design_scores_gemma":[0.000008534613,0.00003955581,0.9493257,0.00003009724,0.00007977018,0.00005925789,0.0008930535,0.0332673,0.002483614,0.0001389306,0.01361438,0.00005988257],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9796141,0.0008946014,0.001167243,0.0002793696,0.00002386321,0.00005270864,0.009650701,0.0001409348,0.008176517],"genre_scores_gemma":[0.9930936,0.000569148,0.001197253,0.00003902801,0.000002405167,0.00001236839,0.003067643,0.00002981142,0.001988795],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04279468,"threshold_uncertainty_score":0.3104986,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07656119941417291,"score_gpt":0.2214080040521256,"score_spread":0.1448468046379527,"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."}}