{"id":"W7080834016","doi":"10.5281/zenodo.17088828","title":"Torulaspora cukson f. a. M. Silva, F. Paraíso, 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; Agar; Budding; Basidium; Hypha; Yeast","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":[0.0001285964,0.0007264571,0.0004786859,0.001068916,0.0007876806,0.001116872,0.0004506557,0.0005029217,0.006823241],"category_scores_gemma":[0.000379039,0.0002136226,0.0002536698,0.001201366,0.0002192442,0.000705993,0.0007061656,0.0003750935,0.003707387],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009189586,"about_ca_system_score_gemma":0.001189308,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01823472,"about_ca_topic_score_gemma":0.01948511,"domain_scores_codex":[0.9998158,0.00001163766,0.00002310276,0.0000657802,0.00004224887,0.0000415684],"domain_scores_gemma":[0.999863,0.00001524525,0.00003541897,0.00001512318,0.00004944448,0.00002173814],"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":[0.0004952891,0.0002770079,0.02515118,0.001988901,0.0001050633,0.006146005,0.001426475,0.0008924399,0.1642046,0.003260214,0.0506141,0.7454387],"study_design_scores_gemma":[0.00008088685,0.0003888397,0.1835348,0.001483261,0.0001740637,0.01542775,0.002323821,0.0005849648,0.03824696,0.0005802141,0.7570986,0.00007577825],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.5972929,0.06401683,0.007127742,0.003154795,0.002361583,0.0008961841,0.02284076,0.001082099,0.3012271],"genre_scores_gemma":[0.8546901,0.03460662,0.01206117,0.001140825,0.0002128941,0.000406052,0.01127983,0.0001140304,0.0854885],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.01823472,"threshold_uncertainty_score":0.03625721,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02558085298689565,"score_gpt":0.2432333720277965,"score_spread":0.2176525190409009,"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."}}