{"id":"W2322307535","doi":"10.1021/ef301956x","title":"Joint Industrial Case Study for Asphaltene Deposition","year":2013,"lang":"en","type":"article","venue":"Energy & Fuels","topic":"Petroleum Processing and Analysis","field":"Chemistry","cited_by":69,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"National Science Foundation","keywords":"Asphaltene; Fourier transform ion cyclotron resonance; Deposition (geology); Chemistry; Mass spectrometry; Precipitation; Aromaticity; Analytical Chemistry (journal); Petroleum; Chemical engineering; Molecule; Mineralogy; Environmental chemistry; Chromatography; Organic chemistry; Geology; Sediment","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":[0.00008906997,0.0001403738,0.000208186,0.00005591584,0.0001906662,0.0001068978,0.00009219915,0.0001140347,0.0005109218],"category_scores_gemma":[0.00004290458,0.000125688,0.0001154678,0.0001064017,0.00001785287,0.0001299281,0.00003026887,0.0001009099,0.00001351989],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004493301,"about_ca_system_score_gemma":0.00003836738,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002935634,"about_ca_topic_score_gemma":0.0001329917,"domain_scores_codex":[0.9990746,0.00002015881,0.0002600073,0.0002702764,0.0001456431,0.0002293377],"domain_scores_gemma":[0.9994306,0.00004123447,0.0001096786,0.000226195,0.00008871906,0.0001035675],"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":[0.00002531407,0.000599623,0.00098668,0.00003823466,0.0002997399,0.000403252,0.0002353757,0.00005626935,0.7267431,0.00004520633,0.001370276,0.2691969],"study_design_scores_gemma":[0.003187149,0.0001984867,0.00003507848,0.00005877264,0.0003879519,0.0004494309,0.003451248,0.001037453,0.9845918,0.0003523329,0.005776654,0.0004735768],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9934878,0.0001408733,0.001041517,0.0001064539,0.00007146948,0.00001421348,0.000006699286,0.00008795194,0.005043063],"genre_scores_gemma":[0.9891247,0.000003602589,0.0002306928,0.00007934141,0.0006660806,0.0002193949,0.00003266972,0.00002110223,0.009622479],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2687233,"threshold_uncertainty_score":0.5594235,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03329058776310888,"score_gpt":0.2549697681925629,"score_spread":0.221679180429454,"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."}}