{"id":"W2038120545","doi":"10.1021/ie0103963","title":"An Asphaltene Association Model Analogous to Linear Polymerization","year":2001,"lang":"en","type":"article","venue":"Industrial & Engineering Chemistry Research","topic":"Petroleum Processing and Analysis","field":"Chemistry","cited_by":161,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Asphaltene; Polymerization; Association (psychology); Chemistry; Thermodynamics; Polymer chemistry; Chemical engineering; Organic chemistry; Polymer; Physics; Psychology","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.0007220199,0.0002101261,0.0002616661,0.0001520514,0.0001952988,0.0001670309,0.0004693733,0.0004982118,0.0003387078],"category_scores_gemma":[0.001206606,0.0002388715,0.00008208267,0.001106422,0.00001887768,0.0001703102,0.00007217562,0.0009870816,0.00003060994],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005786876,"about_ca_system_score_gemma":0.0002296997,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001007111,"about_ca_topic_score_gemma":0.000001783721,"domain_scores_codex":[0.997444,0.00002347329,0.0003390576,0.0004861901,0.0009534068,0.0007538474],"domain_scores_gemma":[0.998634,0.0001079952,0.00007580305,0.0004483757,0.0003064454,0.0004273353],"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":[0.00003785075,0.00007057124,0.001099547,0.00002883271,0.00004467379,0.00001326067,0.00004405813,0.1556925,0.8385488,0.000002097902,0.0002720121,0.004145776],"study_design_scores_gemma":[0.0004200497,0.00001529394,0.000008870544,0.00006221607,0.00002106913,0.000005311351,0.00005026619,0.3480762,0.6465778,0.000004813804,0.004536882,0.0002212181],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9912975,0.00007746118,0.0007651135,0.0005001413,0.00004624389,0.00001979265,0.00003701757,0.0002981339,0.006958626],"genre_scores_gemma":[0.982096,0.00002276886,0.000115046,0.0000195247,0.001689393,0.00003766413,0.0001656542,0.0000525278,0.0158014],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1923837,"threshold_uncertainty_score":0.9740897,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07059174725273809,"score_gpt":0.3463789445092744,"score_spread":0.2757871972565363,"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."}}