{"id":"W4404066741","doi":"10.1139/cjce-2024-0268","title":"Field performance of asphalt mixture modified with reactive isocyanate-based modifier","year":2024,"lang":"en","type":"article","venue":"Canadian Journal of Civil Engineering","topic":"Asphalt Pavement Performance Evaluation","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Asphalt; Isocyanate; Field (mathematics); Materials science; Asphalt pavement; Composite material; Structural engineering; Environmental science; Engineering; Polyurethane; Mathematics","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":[],"consensus_categories":[],"category_scores_codex":[0.0002673825,0.0001803886,0.0002273246,0.0005409791,0.00003017778,0.00003933431,0.0001669394,0.0000974716,0.0001462379],"category_scores_gemma":[0.00003188541,0.0001637759,0.00007104735,0.0003588159,0.00001935374,0.0004475817,0.000003126883,0.0004244874,0.000004350908],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002632914,"about_ca_system_score_gemma":0.000486254,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009635882,"about_ca_topic_score_gemma":0.003253753,"domain_scores_codex":[0.998992,0.000007667767,0.0003508199,0.0000942518,0.0002593788,0.0002958573],"domain_scores_gemma":[0.9993443,0.00007015331,0.00005983502,0.000140019,0.0001384731,0.0002472012],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00001745378,0.000002731481,0.0004891576,0.0004123994,0.0001090831,0.00004806884,0.00028951,0.9940113,0.002273545,0.00007841482,0.0006842357,0.001584126],"study_design_scores_gemma":[0.0003170012,0.0002764852,0.001086858,0.0008682009,0.00006198707,0.00003879056,0.00002661117,0.9663656,0.02883623,0.000009592621,0.001909605,0.0002029955],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9166908,0.002460378,0.07641456,0.0001145602,0.0009411296,0.0001519616,0.00001284215,0.00007155868,0.00314218],"genre_scores_gemma":[0.999234,0.00003380871,0.0004600472,0.00002604527,0.0001511714,0.000005716205,0.00000390126,0.00004808907,0.00003719209],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08254319,"threshold_uncertainty_score":0.6678587,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008365384637585647,"score_gpt":0.1942295697631174,"score_spread":0.1858641851255318,"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."}}