{"id":"W7080754277","doi":"10.5281/zenodo.17088832","title":"Torulaspora gathmanii J. Al-Oboudi, M. Silva, F. Paraiso, M. Jarzyna, Q. K. Langdon, D. A. Opulente, J. P. Sampaio & Hittinger 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; Yeast; Agar; Budding; 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":[0.00009880793,0.0009692473,0.0006053495,0.001129134,0.0008913913,0.0008949388,0.0004257383,0.0004842699,0.005414437],"category_scores_gemma":[0.0003935272,0.0002945645,0.0003407955,0.001597162,0.0002781871,0.0008095737,0.0009669639,0.0005958002,0.006644249],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005160664,"about_ca_system_score_gemma":0.0007438372,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00983278,"about_ca_topic_score_gemma":0.008667894,"domain_scores_codex":[0.999805,0.00001141873,0.00002981621,0.00005756363,0.00004846997,0.00004770136],"domain_scores_gemma":[0.9998686,0.00001942088,0.00003201414,0.00002020166,0.00003910959,0.00002061111],"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":[0.001069928,0.000327365,0.02408789,0.003125472,0.00008646773,0.01232519,0.003088705,0.00101866,0.3788153,0.003691409,0.03805159,0.534312],"study_design_scores_gemma":[0.0001379021,0.0003653242,0.2295769,0.001930763,0.0002075576,0.02817897,0.003785971,0.0005794006,0.06225782,0.001083768,0.6717679,0.0001276469],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.6058845,0.04458972,0.007358344,0.003898588,0.004211579,0.001800986,0.03097883,0.001842857,0.2994347],"genre_scores_gemma":[0.8528433,0.03740631,0.01938748,0.001568859,0.000356484,0.000699471,0.01769464,0.0003054991,0.06973788],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.00983278,"threshold_uncertainty_score":0.0195511,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02327635770934904,"score_gpt":0.2468327567937017,"score_spread":0.2235563990843527,"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."}}