{"id":"W2009333300","doi":"10.1103/physreve.69.031703","title":"Evolution of the isotropic-to-nematic phase transition in octyloxycyanobiphenyl+aerosil dispersions","year":2004,"lang":"en","type":"article","venue":"Physical Review E","topic":"Material Dynamics and Properties","field":"Materials Science","cited_by":53,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Fumed silica; Liquid crystal; Heat capacity; Isotropy; Phase transition; Chemistry; Thermodynamics; Crystal (programming language); Relaxation (psychology); Glass transition; Phase (matter); Materials science; Condensed matter physics; Optics; Organic chemistry; Polymer","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":[0.0001394352,0.0000888467,0.0002543412,0.00001682103,0.00004958919,0.00001285386,0.0001886525,0.00001367729,0.00009420743],"category_scores_gemma":[0.00007149037,0.00005228809,0.00009249403,0.0002188962,0.00005394941,0.00008552459,0.00004074271,0.00004769048,0.00009884295],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007785032,"about_ca_system_score_gemma":0.00003856461,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002276295,"about_ca_topic_score_gemma":0.00004426832,"domain_scores_codex":[0.9992172,0.00008703156,0.0002400807,0.0001426343,0.0001756577,0.0001374553],"domain_scores_gemma":[0.9996101,0.00001618052,0.00006475925,0.0002361626,0.00003121996,0.0000415225],"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":[0.00001602786,0.0002736627,0.00000574117,0.0009852488,0.000001304986,3.072387e-7,0.0004055554,0.0004768305,0.9866927,0.01079242,0.00002503023,0.0003251219],"study_design_scores_gemma":[0.00572466,0.00163781,0.009738749,0.04600089,0.000436232,0.00001372852,0.0002731602,0.007276047,0.7970871,0.1279796,0.002481623,0.001350402],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9957927,0.001026936,0.000688171,0.001703644,0.0001350802,0.0004656282,0.00003145702,0.00001178307,0.000144621],"genre_scores_gemma":[0.9991601,0.0002920036,0.0001549221,0.0002945782,0.00004221249,0.0000394774,0.000002476875,0.000006301294,0.000007957444],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1896057,"threshold_uncertainty_score":0.2132246,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01346002327408152,"score_gpt":0.283011420407882,"score_spread":0.2695513971338004,"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."}}