{"id":"W4401422075","doi":"10.1007/978-3-031-60255-9_12","title":"Identification of the Elements of an Industrial Rubber of Unknown Formulation","year":2024,"lang":"en","type":"book-chapter","venue":"Springer proceedings in earth and environmental sciences","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université du Québec à Trois-Rivières","funders":"","keywords":"Identification (biology); Natural rubber; Forensic engineering; Engineering; Polymer science; Materials science; Composite material; Biology","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":[0.0003425706,0.0001014415,0.0001610484,0.0000908942,0.00002394067,0.00001311898,0.0001348281,0.00009911027,0.00003319556],"category_scores_gemma":[0.000004744376,0.00007580657,0.0000340317,0.00005211672,0.0001864488,0.0001385415,0.00004654964,0.00009312902,0.000001833747],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001684186,"about_ca_system_score_gemma":0.000006569488,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001189191,"about_ca_topic_score_gemma":0.00000767992,"domain_scores_codex":[0.9990365,0.000001671311,0.0004469097,0.0001389004,0.0002906577,0.00008539664],"domain_scores_gemma":[0.9997305,0.000008344809,0.0001784193,0.00005688766,0.000003576258,0.00002226311],"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":[0.00005446751,0.0001805011,0.1924653,0.005102064,0.0003266873,0.000001434799,0.01437936,0.01193221,0.5066531,0.103354,0.0001405652,0.1654103],"study_design_scores_gemma":[0.002807372,0.001279206,0.170361,0.009852476,0.000511337,0.00003989957,0.004955103,0.212923,0.5011057,0.04444497,0.04921715,0.0025028],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9597852,0.0002674833,0.000003472778,0.00000405817,0.0002169604,0.000223657,0.0000168341,0.000007115663,0.03947524],"genre_scores_gemma":[0.9973785,0.00009303467,0.00003568808,0.00000114908,0.00003491729,0.000003007683,0.000002006502,0.000008737969,0.00244292],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2009908,"threshold_uncertainty_score":0.3091302,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01600739839358982,"score_gpt":0.2021085448725895,"score_spread":0.1861011464789997,"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."}}