{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002473275,0.0006966488,0.0009219447,0.0005492263,0.001452611,0.002478341,0.001266747,0.0017339,0.08254582],"category_scores_gemma":[0.005809683,0.0005058012,0.0004329929,0.0003938411,0.001193899,0.002796418,0.004688999,0.00251084,0.02756852],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001410383,"about_ca_system_score_gemma":0.001934866,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001265271,"about_ca_topic_score_gemma":0.001534767,"domain_scores_codex":[0.9984561,0.0005394563,0.0001076654,0.0001789096,0.0003860252,0.00033184],"domain_scores_gemma":[0.9980031,0.0004583866,0.00009853303,0.0009431269,0.0003644035,0.00013253],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.002878297,0.000183137,0.001083433,0.0004040719,0.00006574817,0.0004196009,0.0006348653,0.01315798,0.02111546,0.617422,0.3102547,0.03238077],"study_design_scores_gemma":[0.0007546975,0.0003170214,0.0009570105,0.0002110259,0.00004571292,0.0003066132,0.0002608082,0.1106518,0.02485274,0.280529,0.5809057,0.0002077128],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"protocol","genre_scores_codex":[0.05219002,0.0005832298,0.5739589,0.004942736,0.002374101,0.005398931,0.02373473,0.04920508,0.2876124],"genre_scores_gemma":[0.7257476,0.000621317,0.07783341,0.00214227,0.0005166463,0.01005358,0.02756526,0.01153839,0.1439815],"genre_candidate":"protocol","genre_consensus":null,"teacher_disagreement_score":0.08254582,"threshold_uncertainty_score":0.2761433,"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."}}