{"id":"W4309468770","doi":"10.1126/sciadv.add3555","title":"Sustainable valorization of asphaltenes via flash joule heating","year":2022,"lang":"en","type":"article","venue":"Science Advances","topic":"Petroleum Processing and Analysis","field":"Chemistry","cited_by":64,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Asphaltene; Refining (metallurgy); Materials science; Joule heating; Flash (photography); Process engineering; Environmental science; Reuse; Waste management; Nanotechnology; Chemical engineering; Metallurgy; Engineering; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004294669,0.00006047702,0.0001063019,0.0001054067,0.000879318,0.00003725661,0.000354388,0.00000870761,0.0002864032],"category_scores_gemma":[0.0001389773,0.00005784597,0.00003359239,0.001148104,0.0002130461,0.0006197875,0.0001313176,0.00007626123,0.000001828489],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007964404,"about_ca_system_score_gemma":0.0001599696,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005089195,"about_ca_topic_score_gemma":0.000002402016,"domain_scores_codex":[0.9988495,0.000009340664,0.0001576708,0.0002316553,0.0004951067,0.0002567821],"domain_scores_gemma":[0.9995041,0.00002655321,0.0001477218,0.000143058,0.0001384303,0.00004017342],"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":[0.000007619354,0.00005048212,0.00973394,0.0001477158,0.000004842932,0.000003747924,0.0004203741,0.0320999,0.883545,0.0003351928,0.000008741687,0.07364241],"study_design_scores_gemma":[0.0002397559,0.00005394136,0.0001535221,0.00003183263,0.00002645194,0.00000883715,0.01425283,0.01585787,0.9439446,0.003817156,0.02138321,0.0002299777],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9645717,0.001729761,0.00162523,0.00008593229,0.00007694906,0.000006350166,0.000003802078,0.00005879953,0.03184145],"genre_scores_gemma":[0.9847883,0.00001100229,0.0008877651,0.00002025369,0.00003368407,0.00001248426,0.000003980429,0.000004405818,0.01423811],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07341243,"threshold_uncertainty_score":0.6763092,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006336780810733444,"score_gpt":0.2597562143757079,"score_spread":0.2534194335649744,"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."}}