{"id":"W7111047587","doi":"10.5281/zenodo.17860401","title":"TU-GUT-SYSY v16 – Logout Protocol","year":2025,"lang":"","type":"preprint","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Atomic and Subatomic Physics Research","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Umano Medical (Canada)","funders":"","keywords":"Protocol (science); Core (optical fiber); Work (physics); Yield (engineering); Throwing; Dodecahedron","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","sts","scholarly_communication","open_science","research_integrity","insufficient_payload"],"consensus_categories":["open_science","insufficient_payload"],"category_scores_codex":[0.001859754,0.0009810469,0.001045992,0.0007003731,0.006042712,0.003515132,0.00553189,0.000453161,0.05421903],"category_scores_gemma":[0.000235432,0.001091462,0.0005970434,0.001310815,0.0008069102,0.0004775234,0.01539594,0.00312109,0.03642967],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001163715,"about_ca_system_score_gemma":0.00024888,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001525869,"about_ca_topic_score_gemma":2.278603e-7,"domain_scores_codex":[0.9916531,0.001682936,0.001322376,0.002227388,0.001356271,0.001757898],"domain_scores_gemma":[0.9936973,0.0001227972,0.0006634778,0.002454842,0.002285123,0.0007765011],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005986495,0.001451969,0.00004025918,0.001430505,0.000866149,0.00002655522,0.00293778,0.00052151,0.002255169,0.0630035,0.3145718,0.6122962],"study_design_scores_gemma":[0.002117022,0.0001549461,0.000101648,0.0004979575,0.00008726416,0.00001486918,0.000927898,0.01380998,0.0007864425,0.00734893,0.9731928,0.0009602759],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.001415431,0.00004725878,0.0721389,0.001210417,0.0005371035,0.09405779,0.005881652,0.001211551,0.8234999],"genre_scores_gemma":[0.8479884,0.0001795692,0.0008841207,0.0005455457,0.005226331,0.000451682,0.03545828,0.01284641,0.09641968],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.8465729,"threshold_uncertainty_score":0.9998487,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04192168872619612,"score_gpt":0.3070373573167724,"score_spread":0.2651156685905763,"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."}}