{"id":"W7080819399","doi":"10.5281/zenodo.17088826","title":"Torulaspora asahi M. Silva, F. Paraiso, M. A. Lachance & J. P. Sampaio 2025","year":2025,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Geochemistry and Geologic Mapping","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Torulaspora delbrueckii; Budding; Hypha; Agar; Sexual reproduction","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":[0.0001390861,0.0009980581,0.0005688182,0.0007339173,0.0005524573,0.0008963426,0.0003853571,0.0005133489,0.00571395],"category_scores_gemma":[0.0003607032,0.0001970897,0.0003250018,0.001212726,0.0001739668,0.0007323341,0.000718921,0.0006316777,0.005454727],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003012952,"about_ca_system_score_gemma":0.0009446982,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005121544,"about_ca_topic_score_gemma":0.004527877,"domain_scores_codex":[0.9998195,0.00001217733,0.00003142472,0.00005513686,0.00004515155,0.00003666068],"domain_scores_gemma":[0.9998517,0.00002080721,0.00002624427,0.00002400609,0.00005508734,0.00002213233],"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":[0.0007247936,0.0004502743,0.01631835,0.002408695,0.0001435636,0.008094518,0.001370776,0.001106911,0.3975026,0.00299022,0.03789422,0.5309951],"study_design_scores_gemma":[0.0001604927,0.0006507336,0.1677233,0.001409726,0.0004699421,0.01923148,0.003489832,0.001210652,0.1055603,0.0009749132,0.6989931,0.000125512],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.6341895,0.06627674,0.01435839,0.00517093,0.00353701,0.001337868,0.03655495,0.001485353,0.2370893],"genre_scores_gemma":[0.8407608,0.04554502,0.02441823,0.001694915,0.000458652,0.0009276936,0.02087905,0.0001866272,0.065129],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.00571395,"threshold_uncertainty_score":0.01911503,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02626289601130546,"score_gpt":0.2439041376728024,"score_spread":0.2176412416614969,"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."}}