{"id":"W4382680817","doi":"10.11159/iccste23.135","title":"Insulation Properties of Rice-Based Materials in Hot and Moderate Climates","year":2023,"lang":"en","type":"article","venue":"Proceedings of the International Conference on Civil, Structural and Transportation Engineering","topic":"Textile materials and evaluations","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Environmental science; Materials science; Composite material; Engineering physics; Engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001637366,0.00009003949,0.0001366652,0.0001136778,0.00003425955,0.00005792818,0.0001074058,0.0000309219,0.00005410028],"category_scores_gemma":[0.00003508195,0.00006436477,0.00001525881,0.0001048227,0.00004103547,0.0002083208,0.00001114671,0.000033386,7.007138e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001038619,"about_ca_system_score_gemma":0.00001362475,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007203366,"about_ca_topic_score_gemma":0.00001424974,"domain_scores_codex":[0.9992938,0.000003402693,0.0002863599,0.0001317874,0.0001978269,0.00008682044],"domain_scores_gemma":[0.9996621,0.00001468936,0.0001312677,0.00002837255,0.0001472669,0.00001629354],"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":[0.00009051146,0.000003904867,0.001354576,0.000213514,0.000004223648,8.531756e-8,0.0004934759,0.003616492,0.9834397,0.01075018,7.825066e-7,0.00003250213],"study_design_scores_gemma":[0.0002196714,0.00001617768,0.2877039,0.0002151136,0.000006301187,4.548393e-7,0.00009161574,0.03154041,0.6791507,0.000994505,9.545273e-7,0.00006020346],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9992368,0.00001047707,0.000008838228,0.0002630247,0.0002004074,0.000137135,0.00008416536,0.00002932381,0.00002980282],"genre_scores_gemma":[0.9997705,0.00001959238,0.0001389114,0.000008338832,0.00001503101,0.00001980336,0.00001321785,0.000006673108,0.000007996565],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.304289,"threshold_uncertainty_score":0.2624719,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03627166323517435,"score_gpt":0.2440471149183538,"score_spread":0.2077754516831795,"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."}}