{"id":"W7080721681","doi":"10.5281/zenodo.17088839","title":"Torulaspora pahokee M. Silva, F. Paraiso, M. Groenewald, J. W. Fell & 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; Sexual reproduction; Budding; Fell; Hypha; Basidium","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":[0.0001083336,0.0009420593,0.0004209868,0.0007914659,0.0007065507,0.0008997328,0.0004245435,0.0005529359,0.00623608],"category_scores_gemma":[0.0003663834,0.0001897454,0.000277212,0.001104187,0.0002115952,0.0008519929,0.0009250949,0.0004670172,0.004920591],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003320875,"about_ca_system_score_gemma":0.0006780961,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005331364,"about_ca_topic_score_gemma":0.00618678,"domain_scores_codex":[0.9998088,0.00001406906,0.00002601914,0.00005715092,0.00005004651,0.00004392897],"domain_scores_gemma":[0.9998555,0.00002170154,0.00002955493,0.00001973317,0.00004598499,0.00002742163],"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":[0.000844933,0.0005169054,0.02275643,0.002800087,0.0001317916,0.01395367,0.001607029,0.001157521,0.3598669,0.003101445,0.02927148,0.5639918],"study_design_scores_gemma":[0.0001471207,0.0005131946,0.1603196,0.001146631,0.0002362818,0.0275385,0.003049583,0.0005079893,0.06504945,0.0008485424,0.7405387,0.0001044072],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6481333,0.04640937,0.008312372,0.002971513,0.002243155,0.001398699,0.02759786,0.0008138465,0.2621199],"genre_scores_gemma":[0.879594,0.02918328,0.01154687,0.001113151,0.0003077421,0.0004726642,0.01334109,0.0001238714,0.06431737],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00623608,"threshold_uncertainty_score":0.02086174,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02516138173240428,"score_gpt":0.2377002313981757,"score_spread":0.2125388496657714,"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."}}