{"id":"W2796421630","doi":"10.11159/icnnfc18.104","title":"Fatigue Lifetime Prediction of Rubber-Clay Nanocomposites","year":2018,"lang":"en","type":"article","venue":"Proceedings of the World Congress on Recent Advances in Nanotechnology","topic":"Polymer Nanocomposites and Properties","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Natural rubber; Nanocomposite; Materials science; Composite material; Polymer clay; Geotechnical engineering; Geology","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":[0.0002845324,0.0002144698,0.0004089889,0.000399816,0.0001211678,0.00002176948,0.001056062,0.0001417549,0.0001340682],"category_scores_gemma":[0.0001387916,0.0001480422,0.00006906839,0.0009383035,0.001129332,0.0003402614,0.0003380319,0.0002091414,0.00001262454],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005685211,"about_ca_system_score_gemma":0.00002600161,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001117942,"about_ca_topic_score_gemma":0.00003430529,"domain_scores_codex":[0.998322,0.00002139844,0.000601605,0.0003857168,0.0003066857,0.0003625762],"domain_scores_gemma":[0.9987357,0.00008376673,0.0005901193,0.000252073,0.0003058389,0.00003253567],"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":[0.0003009585,0.0001195475,0.008968773,0.00008133904,0.000008893728,2.233338e-7,0.00006900357,0.00002013936,0.9666973,0.005681997,0.0002954983,0.01775637],"study_design_scores_gemma":[0.0004477512,0.0003507457,0.0002637258,0.0005392528,0.00001403711,0.000005072211,0.00003027651,0.0001147832,0.9446099,0.002147978,0.0513485,0.0001279868],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9839307,0.004446846,0.000007746863,0.002177143,0.002088735,0.0005481026,0.00003596078,0.0001458359,0.006618903],"genre_scores_gemma":[0.9962459,0.00149927,0.001225792,0.0001020995,0.00007588623,0.00005546058,9.724557e-7,0.00002035401,0.0007742205],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05105301,"threshold_uncertainty_score":0.6036987,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01288600604111981,"score_gpt":0.2564497517068461,"score_spread":0.2435637456657263,"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."}}