{"id":"W6949817936","doi":"10.5281/zenodo.14750843","title":"HTR-United/htr-united: v0.1.183","year":2025,"lang":"en","type":"other","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Fiber-reinforced polymer composites","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"","keywords":"Process (computing); Identification (biology); Work (physics)","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0002206221,0.0004737197,0.0003607075,0.002314816,0.0007388046,0.0007320732,0.001727929,0.000346803,0.06509601],"category_scores_gemma":[0.0002083081,0.0005541051,0.0001171908,0.001802648,0.0001572449,0.0001366025,0.001153566,0.0007741779,0.03004314],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002224732,"about_ca_system_score_gemma":0.000006838948,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001276,"about_ca_topic_score_gemma":0.000001576935,"domain_scores_codex":[0.9977998,0.0001888495,0.0003800219,0.0005023236,0.0004801198,0.0006489488],"domain_scores_gemma":[0.9982756,0.00003948074,0.0001132565,0.001036376,0.0002802356,0.0002550188],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001188232,0.00002738778,3.8177e-7,0.0003438391,0.0002087043,0.00002076,0.0002150565,0.000859924,0.0007561972,0.004353315,0.9775786,0.01562396],"study_design_scores_gemma":[0.0003822605,0.00006972024,0.00000746153,0.0002828588,0.00005196328,0.00003749226,0.00005034026,0.002715035,0.0006275372,0.00003544479,0.9952279,0.0005119651],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00006342347,0.0008003133,0.004847873,0.0001918495,0.0004500375,0.0005318035,0.0009332009,0.007228611,0.9849529],"genre_scores_gemma":[0.00331162,0.0006871207,0.0006286834,0.0003582174,0.0006716101,1.93455e-7,0.01537383,0.02073145,0.9582373],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.03505287,"threshold_uncertainty_score":0.9996911,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01499496784622555,"score_gpt":0.2109094042118279,"score_spread":0.1959144363656024,"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."}}