{"id":"W4410696545","doi":"10.1242/dmm.052456","title":"First person – Priyanka Mungara","year":2025,"lang":"en","type":"article","venue":"Disease Models & Mechanisms","topic":"Ion Transport and Channel Regulation","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Psychology; Biology; Computer science","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":[0.00006819795,0.0001478154,0.0000987303,0.00005110045,0.0001364788,0.00002009032,0.0001413852,0.0001045796,0.0000328875],"category_scores_gemma":[0.000007006683,0.0001487381,0.0001336095,0.00007842571,0.00002265626,0.000006422757,0.00002653109,0.00004555505,0.000009072181],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001498953,"about_ca_system_score_gemma":0.00007916059,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008071759,"about_ca_topic_score_gemma":0.00001333472,"domain_scores_codex":[0.999196,0.000015796,0.0001157996,0.0003354361,0.0001359103,0.0002010558],"domain_scores_gemma":[0.9994868,0.000002508316,0.00003102851,0.0003032112,0.00006325551,0.0001132087],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.001801306,0.0008555944,0.0006493039,0.0005884235,0.0004330543,0.00006036942,0.0006905167,0.06532943,0.4447519,0.4707877,0.008032633,0.006019776],"study_design_scores_gemma":[0.004285766,0.0003841346,0.008580471,0.0003369294,0.000593328,0.000004732557,0.0007641416,0.2986829,0.3946201,0.2560932,0.03387823,0.001776148],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3625396,0.0009842131,0.6330457,0.0007096855,0.0003699059,0.0003095202,0.00004804805,0.00005405946,0.001939221],"genre_scores_gemma":[0.9950259,0.00006767137,0.0006439477,0.0004671556,0.00009006998,0.00005508231,0.0004064607,0.00001788473,0.003225777],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6324863,"threshold_uncertainty_score":0.6065364,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01084161209962496,"score_gpt":0.2178587734226187,"score_spread":0.2070171613229937,"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."}}