{"id":"W7075896993","doi":"10.5281/zenodo.16888341","title":"tardis-sn/tardis: TARDIS v2025.08.17","year":2025,"lang":"en","type":"other","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Theoretical and Computational Physics","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Sequence (biology); Control theory (sociology); Action (physics); Component (thermodynamics)","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":[0.0001877083,0.0003111037,0.0003323538,0.000212316,0.0008684289,0.0005173953,0.001019879,0.000101053,0.173795],"category_scores_gemma":[0.00004141154,0.0003181148,0.000200102,0.0004145315,0.0002150704,0.00008154655,0.001177875,0.0004225699,0.02013692],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006312229,"about_ca_system_score_gemma":0.00001442518,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007741663,"about_ca_topic_score_gemma":2.15083e-7,"domain_scores_codex":[0.9981254,0.0002144754,0.0002662452,0.0005820798,0.0004060625,0.0004057733],"domain_scores_gemma":[0.9988014,0.00003166232,0.0001521038,0.0005426417,0.0002890478,0.0001831121],"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":[0.00001604142,0.0001097832,0.000001435089,0.00004539677,0.0001951197,0.000002667436,0.00008060569,0.00006324399,0.00001689094,0.2216971,0.7286732,0.04909853],"study_design_scores_gemma":[0.0003706099,0.00005075384,0.00003762904,0.0001101982,0.00006047313,0.000001870736,0.0001008856,0.0001191333,0.00003133064,0.02487935,0.9739195,0.0003182341],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00002614146,0.00008194272,0.02757553,0.0003578423,0.0001974976,0.0003870071,0.002142034,0.0007217045,0.9685103],"genre_scores_gemma":[0.0589599,0.00002746669,0.0005611784,0.0003058658,0.002261291,3.272536e-7,0.01511991,0.007060743,0.9157033],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2452464,"threshold_uncertainty_score":0.9999271,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01028606586911839,"score_gpt":0.2243619434500536,"score_spread":0.2140758775809352,"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."}}