{"id":"W2002179354","doi":"10.1021/ef700393a","title":"Issues with Comparing SARA Methodologies","year":2007,"lang":"en","type":"article","venue":"Energy & Fuels","topic":"Petroleum Processing and Analysis","field":"Chemistry","cited_by":180,"is_retracted":false,"has_abstract":true,"ca_institutions":"Schlumberger (Canada)","funders":"","keywords":"Asphaltene; Fractionation; Confusion; Pentane; Hexane; Solvent; Extraction (chemistry); Chromatography; Heptane; Chemistry; Petroleum; Computer science; Organic chemistry","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":[],"consensus_categories":[],"category_scores_codex":[0.0002660617,0.0001381114,0.0002532853,0.00006220381,0.0001056146,0.00005144832,0.0001941417,0.0000729801,0.0001929078],"category_scores_gemma":[0.00004431131,0.0001060187,0.00006093316,0.0001577303,0.00006967364,0.00007549812,0.00004133231,0.0001090297,0.000008587676],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000265269,"about_ca_system_score_gemma":0.00001673262,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003367121,"about_ca_topic_score_gemma":0.000158927,"domain_scores_codex":[0.9991267,0.00001604,0.0001651386,0.0002328534,0.0001763506,0.000282937],"domain_scores_gemma":[0.9994527,0.0001211626,0.00008258836,0.0002392273,0.00004057697,0.00006371726],"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":[0.00007703575,0.00004176635,0.01315729,0.00005778074,0.0002062721,0.00006174531,0.000220124,0.0001567532,0.8531546,0.001227067,0.000198945,0.1314406],"study_design_scores_gemma":[0.0001984989,0.00001196029,0.0004337294,0.00005164509,0.00005099035,0.00001054264,0.0004700615,0.00003870848,0.9358187,0.0003914539,0.06233977,0.0001839799],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7873994,0.002271973,0.02106523,0.0001086981,0.00002389698,8.973911e-7,8.264291e-7,0.0002288402,0.1889002],"genre_scores_gemma":[0.9520991,0.00006250973,0.01332277,0.00008913854,0.0002071333,0.000002485378,0.00001058019,0.00001635311,0.03418992],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1646997,"threshold_uncertainty_score":0.4323318,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04676588408594413,"score_gpt":0.3148957095221599,"score_spread":0.2681298254362158,"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."}}