{"id":"W2554278290","doi":"","title":"Simulation of Carbonaceous Mesophases Micro-Textures","year":2004,"lang":"en","type":"article","venue":"TechConnect Briefs","topic":"Liquid Crystal Research Advancements","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Spinning; Materials science; Rheology; Composite material; Melt spinning; Fiber; Process (computing); Chemical engineering; Chemical physics; Chemistry; Computer science","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":[0.0002669454,0.0001366902,0.0002044681,0.0001009482,0.00007467258,0.00003361125,0.0003013691,0.00008026939,0.0003637512],"category_scores_gemma":[0.0008522511,0.0001250985,0.00005711734,0.0002045369,0.0001534805,0.0002241413,0.0001210633,0.0001089337,0.0000852041],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000122481,"about_ca_system_score_gemma":0.0001169081,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002826324,"about_ca_topic_score_gemma":0.00003022947,"domain_scores_codex":[0.998603,0.00003977393,0.0002791065,0.0002828412,0.0004459035,0.0003494125],"domain_scores_gemma":[0.9990603,0.0002200266,0.0001195834,0.0003601703,0.0001488683,0.0000909963],"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":[0.00007573156,0.00008311968,0.00004105732,0.00003170579,0.000006565676,0.000019121,0.0001115635,0.05186294,0.9463036,0.0009155908,0.00003032993,0.0005186533],"study_design_scores_gemma":[0.0008173942,0.000251527,0.0001867923,0.00004929037,0.000007201233,0.000005290883,0.00003017573,0.0001909424,0.9878238,0.00941224,0.001088796,0.0001365507],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9938043,0.0005019688,0.004283406,0.0001338692,0.0001113069,0.0003124057,0.00004219353,0.0001370488,0.0006735385],"genre_scores_gemma":[0.9969717,0.00000904455,0.002632661,0.0001516291,0.00005841804,0.00001662297,0.000007625953,0.00002052587,0.0001317699],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05167199,"threshold_uncertainty_score":0.5101368,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02025969611132885,"score_gpt":0.311287759622327,"score_spread":0.2910280635109981,"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."}}