{"id":"W4388561007","doi":"10.1039/d3cp02953k","title":"Size matters: asphaltenes with enlarged aromatic cores promote heat transfer in organic phase-change materials","year":2023,"lang":"en","type":"article","venue":"Physical Chemistry Chemical Physics","topic":"Phase Change Materials Research","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"Russian Science Foundation","keywords":"Asphaltene; Phase (matter); Phase change; Aromaticity; Chemistry; Chemical engineering; Materials science; Organic chemistry; Thermodynamics; Molecule; 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001112091,0.0004806882,0.0006942832,0.00002832282,0.00003846233,0.00009519638,0.0003906124,0.0001365821,0.0003268675],"category_scores_gemma":[0.0000398413,0.0004363669,0.00008912488,0.0007619112,0.0001414854,0.0002593415,0.0000926458,0.0003292866,0.0001819618],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001596796,"about_ca_system_score_gemma":0.00002567712,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001828491,"about_ca_topic_score_gemma":8.752479e-7,"domain_scores_codex":[0.9977766,0.00003116237,0.0003471997,0.0004833252,0.0004954556,0.0008662816],"domain_scores_gemma":[0.9991091,0.0001968431,0.00001556593,0.0004126719,0.0000373275,0.0002284893],"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":[0.00009598534,0.0003894079,0.000004001092,0.001404616,0.00005941668,0.00005778388,0.0006525288,0.00005953799,0.9967852,0.000003475981,0.0002336573,0.0002544496],"study_design_scores_gemma":[0.001812536,0.00004133257,0.00002079379,0.0002320139,0.00003122363,0.000006996956,0.00003902586,0.005499494,0.990841,0.0009169334,0.0000601189,0.0004984838],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9980758,0.00002550986,0.00006275886,0.0002110318,0.00005716556,0.0004639871,0.0002394837,0.0007350603,0.0001291506],"genre_scores_gemma":[0.9978085,0.00002275419,0.00003561901,0.00006719091,0.001033454,0.000439886,0.0004032555,0.000169037,0.00002033261],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005944093,"threshold_uncertainty_score":0.9998088,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03525430327268096,"score_gpt":0.276875965010448,"score_spread":0.2416216617377671,"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."}}