{"id":"W7105825306","doi":"10.1242/jcs.264493","title":"First person – Sudeshna Nag","year":2025,"lang":"en","type":"article","venue":"Journal of Cell Science","topic":"Mitochondrial Function and Pathology","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"First person; Function (biology); Graduate students; Biogenesis; Mitochondrion; Selection (genetic algorithm); Lysosome","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000366982,0.00004564386,0.00006833886,0.00008706604,0.0001054268,0.00002385774,0.0002567749,0.00004419473,0.00004818836],"category_scores_gemma":[0.000146795,0.00003629778,0.00005650229,0.0001980351,0.0001449876,0.000005319204,0.0000349724,0.00007120075,0.000007653249],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001319094,"about_ca_system_score_gemma":0.0002274467,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001790627,"about_ca_topic_score_gemma":0.000006537265,"domain_scores_codex":[0.9995151,0.00001693048,0.0001189584,0.000109349,0.0001236781,0.0001159852],"domain_scores_gemma":[0.9995781,0.000009029272,0.00009106747,0.0001142334,0.0001499634,0.00005759187],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00003669805,0.00002057033,0.000605986,0.00000478815,0.00000257034,0.000004145528,0.00003548011,0.00005319498,0.9888195,0.0001282127,0.0099348,0.0003540968],"study_design_scores_gemma":[0.0003849753,0.0003111748,0.001769093,0.00001454317,0.000009589527,0.00006152543,0.0001350666,0.00004485602,0.705736,0.00007061542,0.2913985,0.00006405431],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9236737,0.0007824374,0.01227851,0.001258506,0.003073038,0.00006192811,0.000001309421,0.000003122457,0.05886744],"genre_scores_gemma":[0.9906147,0.0001097534,0.001985943,0.0005178128,0.0002158915,4.451579e-7,3.840644e-7,0.000002119571,0.006552945],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2830834,"threshold_uncertainty_score":0.148018,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009175882544930016,"score_gpt":0.248075906067742,"score_spread":0.238900023522812,"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."}}