{"id":"W4398138852","doi":"10.20944/preprints202405.1166.v1","title":"Creep Phenomena, Mechanisms and Modeling","year":2024,"lang":"en","type":"preprint","venue":"Preprints.org","topic":"High Temperature Alloys and Creep","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University; National Research Council Canada","funders":"National Research Council Canada","keywords":"Creep; Computer science; Psychology; Materials science; Composite material","routes":{"ca_aff":true,"ca_fund":true,"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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003464621,0.0005114134,0.0004837212,0.0001775378,0.00006997177,0.0001015564,0.0004185998,0.0005005711,0.0004480802],"category_scores_gemma":[0.00002128503,0.0005257506,0.000162032,0.0001129869,0.00002954815,0.00006070577,0.001936796,0.001661469,0.001140423],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001128304,"about_ca_system_score_gemma":0.00004364078,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006101736,"about_ca_topic_score_gemma":0.00001841628,"domain_scores_codex":[0.9979748,0.00003026274,0.0004276933,0.0008728505,0.0002696654,0.000424692],"domain_scores_gemma":[0.9987804,0.00002101237,0.00003499432,0.000914317,0.00005347187,0.0001957569],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00003003386,0.00007647817,0.001362013,0.004020553,0.001355833,0.0001644462,0.004515766,0.8377447,0.09876503,0.04820645,0.0003356046,0.003423099],"study_design_scores_gemma":[0.0003004184,0.00001689088,0.0006558787,0.000715923,0.0002625241,0.00002624784,0.0001916482,0.8623599,0.01348971,0.1162336,0.004343688,0.001403521],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9347534,0.004480079,0.009925287,0.0002281315,0.002026135,0.000571509,0.00005345048,0.001877105,0.04608495],"genre_scores_gemma":[0.9963662,0.000686897,0.001118185,0.00006421746,0.0004204084,0.0001561341,0.0000345932,0.000161256,0.000992098],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08527532,"threshold_uncertainty_score":0.9997194,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05923929955065625,"score_gpt":0.2821735807522089,"score_spread":0.2229342812015527,"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."}}