{"id":"W4206149469","doi":"10.1016/b978-0-08-102671-7.10176-9","title":"Roadway Pavement Conditions and Various Summer and Winter Maintenance Strategies","year":2021,"lang":"en","type":"book-chapter","venue":"Elsevier eBooks","topic":"Smart Materials for Construction","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Transport engineering; Road surface; Highway maintenance; Engineering; Environmental science; Forensic engineering; Civil engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001195394,0.0003185688,0.0003254449,0.00004003828,0.0001473793,0.000160238,0.00009636064,0.0001771654,0.00293081],"category_scores_gemma":[0.000004517027,0.0002984671,0.0000651841,0.000007684868,0.0006273345,0.0001190594,0.0003071588,0.0001856526,0.0001685789],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001086199,"about_ca_system_score_gemma":0.00002632598,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001116453,"about_ca_topic_score_gemma":0.0004997481,"domain_scores_codex":[0.9986907,0.00002550003,0.0003034396,0.0005269115,0.0002146936,0.0002387881],"domain_scores_gemma":[0.9994022,0.00002356974,0.0001487085,0.0003025183,0.00001468774,0.0001083682],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004481783,0.00003837993,0.006038175,0.0002909633,0.0004914778,0.0003903661,0.0014945,0.00001176469,0.01592884,0.05835228,0.003280886,0.9136375],"study_design_scores_gemma":[0.0003606871,0.00006763505,0.005366048,0.0002983513,0.0001330728,0.000258476,0.0001260392,0.000004917155,0.0004195066,0.02485923,0.9675533,0.0005528044],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.04542466,0.000283396,0.00001126694,0.00008074614,0.000516127,0.0003853908,0.00007536948,0.00004225628,0.9531808],"genre_scores_gemma":[0.1051001,0.0002211929,0.0004458514,0.0003846521,0.0001404433,0.00004802575,0.00005408329,0.00006308625,0.8935426],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9642724,"threshold_uncertainty_score":0.9999468,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01041636403706487,"score_gpt":0.2174825702790129,"score_spread":0.2070662062419481,"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."}}