{"id":"W7084673763","doi":"10.5281/zenodo.17268527","title":"tardis-sn/stardis: Stardis v2025.10.05","year":2025,"lang":"en","type":"other","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Advanced Statistical Methods and Models","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Process (computing); Troubleshooting; Work (physics); Action (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":[0.000776516,0.0004063722,0.0005911588,0.0004174864,0.0009554831,0.0004051492,0.001148114,0.0002688487,0.1328325],"category_scores_gemma":[0.003563148,0.000405242,0.0001674035,0.0004360947,0.0002218931,0.00009576107,0.001489065,0.0005535202,0.00656838],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001965965,"about_ca_system_score_gemma":0.0000142286,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003001091,"about_ca_topic_score_gemma":0.000001496053,"domain_scores_codex":[0.9969144,0.0006323823,0.000456133,0.0008069423,0.0005912753,0.0005988046],"domain_scores_gemma":[0.9978,0.0001841648,0.0002562594,0.001029495,0.0004559802,0.0002740986],"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":[0.00003720112,0.00009592027,3.07693e-8,0.0003683027,0.0001502891,0.00002607353,0.0001202648,0.000005183007,0.00003229664,0.1023499,0.81282,0.08399456],"study_design_scores_gemma":[0.0004422639,0.0001200695,0.00000190948,0.0002539772,0.00009907269,0.00001525215,0.0001028365,0.0001145935,0.00002573936,0.0537619,0.9446813,0.0003810293],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000001122151,0.0001547225,0.3710234,0.0001949343,0.000155342,0.0005330411,0.002467835,0.001240639,0.624229],"genre_scores_gemma":[0.0001231557,0.0003042922,0.09984452,0.0001741662,0.000437898,2.631281e-7,0.002301339,0.01041357,0.8864008],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2711788,"threshold_uncertainty_score":0.99984,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09833699920691447,"score_gpt":0.3683155487095033,"score_spread":0.2699785495025889,"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."}}