{"id":"W4408128268","doi":"10.2139/ssrn.5165305","title":"Solubility of Water in Bitumen","year":2025,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Asphalt Pavement Performance Evaluation","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Asphalt; Solubility; Petroleum engineering; Chemistry; Environmental science; Materials science; Organic chemistry; Geology; Composite material","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003615928,0.0003748547,0.0003238212,0.0005894433,0.0003359287,0.00071492,0.0003059854,0.0003680142,0.002653258],"category_scores_gemma":[0.0009177676,0.0001609841,0.0002304693,0.0005067437,0.0003803319,0.001196582,0.0005120545,0.0005018816,0.000645115],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004261114,"about_ca_system_score_gemma":0.0003637615,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003006552,"about_ca_topic_score_gemma":0.001722905,"domain_scores_codex":[0.9996759,0.00005364214,0.00002052145,0.00005561338,0.0001141247,0.00008017352],"domain_scores_gemma":[0.999708,0.0001507766,0.00003107444,0.00001312038,0.00007730634,0.00001965142],"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":[0.0009398905,0.00005682624,0.004581159,0.0002498788,0.00004066032,0.0002266612,0.0002907111,0.009063798,0.9622286,0.001760539,0.0002249483,0.02033629],"study_design_scores_gemma":[0.00000707768,0.0002579933,0.002266733,0.000007768509,0.00001395235,0.00003943222,0.0001154162,0.00874047,0.9871101,0.000495195,0.0009358831,0.000009987662],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9915209,0.001341027,0.002940013,0.00006220579,0.00001842058,0.00002118093,0.0005330485,0.00003027104,0.003533005],"genre_scores_gemma":[0.9947954,0.0007379001,0.0005481357,0.00001037074,0.000006528329,0.00001148705,0.0004126797,0.00003004604,0.003447532],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003006552,"threshold_uncertainty_score":0.008876085,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009432836983251166,"score_gpt":0.2503827221111748,"score_spread":0.2409498851279237,"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."}}