{"id":"W4285177152","doi":"10.2139/ssrn.4145264","title":"Asphaltene Precipitation Under Controlled Mixing Conditions in a Microchamber","year":2022,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Petroleum Processing and Analysis","field":"Chemistry","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Mixing (physics); Asphaltene; Precipitation; Materials science; Chemical engineering; Petroleum engineering; Geology; Geography; Engineering; Meteorology; Physics","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":[0.0002821529,0.0002953393,0.0004011941,0.0001986181,0.0004434608,0.0006524695,0.0004055941,0.0003464039,0.001100514],"category_scores_gemma":[0.0004146727,0.0002755286,0.0001748323,0.0002719497,0.0003335391,0.0005060508,0.0003477364,0.0005774708,0.000426354],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004856775,"about_ca_system_score_gemma":0.0004956191,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002063868,"about_ca_topic_score_gemma":0.004127001,"domain_scores_codex":[0.9995957,0.00002997245,0.00002359026,0.000173871,0.0001134101,0.00006340456],"domain_scores_gemma":[0.9997767,0.00009138382,0.00004911224,0.00002703865,0.00003255484,0.00002332003],"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":[0.0001327361,0.00002728495,0.000320051,0.00003097793,0.000005491038,0.00003796698,0.00008585466,0.000317019,0.9965852,0.000119745,0.00007441,0.002263309],"study_design_scores_gemma":[0.000009534732,0.0001053625,0.001058917,0.000001528037,0.000005900392,0.00001707231,0.00001747605,0.002408234,0.9956782,0.00002069964,0.0006725704,0.000004516301],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9922654,0.000367841,0.005429866,0.00008026265,0.00002823665,0.0000312251,0.0002028964,0.000329669,0.001264562],"genre_scores_gemma":[0.9902462,0.0003991163,0.006604959,0.00004163467,0.00003721896,0.00003981178,0.0001875122,0.00008921495,0.002354358],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002063868,"threshold_uncertainty_score":0.00410372,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006609432074474672,"score_gpt":0.2475941822626854,"score_spread":0.2409847501882107,"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."}}