{"id":"W2313900386","doi":"10.1021/ef300854r","title":"Depolarized Light Scattering for Study of Heavy Oil and Mesophase Formation Mechanisms","year":2012,"lang":"en","type":"article","venue":"Energy & Fuels","topic":"Petroleum Processing and Analysis","field":"Chemistry","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Mesophase; Nucleation; Scattering; Small-angle X-ray scattering; Materials science; Chemical engineering; Chemical physics; Cracking; Asphaltene; Light scattering; Dynamic light scattering; Micelle; Nanoscopic scale; Texture (cosmology); Phase (matter); Chemistry; Composite material; Nanotechnology; Organic chemistry; Nanoparticle; Optics; Aqueous solution","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":[0.0001286678,0.0001054864,0.0001986993,0.00005930231,0.0001074822,0.00002738598,0.00007715265,0.00005497472,0.00002985243],"category_scores_gemma":[0.00001922124,0.00009500983,0.00005390263,0.00006946584,0.000009475033,0.0002350012,0.00003314361,0.00003845618,5.949798e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001659903,"about_ca_system_score_gemma":0.000007897213,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005399306,"about_ca_topic_score_gemma":0.00001766645,"domain_scores_codex":[0.9993349,0.00001228835,0.0002198556,0.000122243,0.0001229412,0.0001877172],"domain_scores_gemma":[0.9995837,0.00002746414,0.0001283422,0.0001532051,0.00003438528,0.00007289501],"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":[0.00003578591,0.0002158384,0.0002153945,0.0001271344,0.00006368037,4.372797e-7,0.0005545703,0.00000224072,0.9692073,0.0002403279,0.000007309884,0.02932991],"study_design_scores_gemma":[0.001033493,0.00003775666,0.00001613991,0.00003528568,0.0001207407,0.000004580242,0.0006532174,0.0001570222,0.9964111,0.0002119842,0.001209519,0.0001091832],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9910185,0.0008428787,0.005232672,0.00005926354,0.00003342909,0.000002967955,0.000005564214,0.00003918907,0.002765559],"genre_scores_gemma":[0.9968944,0.00002331814,0.0008554983,0.00003503325,0.00009420516,0.00003718916,0.00001548321,0.00001424453,0.002030613],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02922073,"threshold_uncertainty_score":0.3874389,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01274459075051588,"score_gpt":0.2432601322813784,"score_spread":0.2305155415308625,"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."}}