{"id":"W6931372120","doi":"10.5281/zenodo.6387030","title":"tardis-sn/tardis: TARDIS v2022.3.27","year":2022,"lang":"en","type":"other","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Forensic and Genetic Research","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Diffusion; Constraint (computer-aided design); Phase (matter)","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":[0.0006260974,0.0003453292,0.0003119555,0.0003095285,0.001146118,0.0003398763,0.001639832,0.0002737612,0.2087059],"category_scores_gemma":[0.0003615909,0.0003690343,0.0002047207,0.0003913249,0.0003529865,0.000006262282,0.00344452,0.000501213,0.008160125],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001046072,"about_ca_system_score_gemma":0.00002071787,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000795911,"about_ca_topic_score_gemma":0.000005086492,"domain_scores_codex":[0.9968665,0.0005037938,0.0002937279,0.0009577436,0.0007334618,0.0006447714],"domain_scores_gemma":[0.9980826,0.000007564547,0.0001613313,0.001225813,0.0002439313,0.0002787181],"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":[0.00007396989,0.00008209953,0.000004178351,0.00008252014,0.0002197735,0.0000241124,0.00009512828,0.00002461136,0.002525261,0.0002581904,0.9721258,0.02448431],"study_design_scores_gemma":[0.000545438,0.0004518437,0.00005503163,0.00002374909,0.00003229812,0.00009415152,0.0002308375,0.00001636686,0.0004350763,0.00004491398,0.9976636,0.0004066983],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0003828392,0.001680833,0.0006987879,0.000377441,0.0003684468,0.0007419366,0.001500259,0.0003961743,0.9938533],"genre_scores_gemma":[0.006504836,0.001950167,0.0004638695,0.0004044877,0.001439372,6.278322e-7,0.03171904,0.01219439,0.9453232],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2005458,"threshold_uncertainty_score":0.9998761,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01649707383064576,"score_gpt":0.241245320422587,"score_spread":0.2247482465919412,"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."}}