{"id":"W4409897600","doi":"10.1242/dmm.052403","title":"First person – Vranda Garg","year":2025,"lang":"en","type":"article","venue":"Disease Models & Mechanisms","topic":"Amyotrophic Lateral Sclerosis Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Biology; Computer science; Psychology","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":[0.0001645164,0.0002079506,0.0002935088,0.0001657953,0.0002034464,0.00004977577,0.0001908944,0.00009607861,0.0007245722],"category_scores_gemma":[0.00006289172,0.0001719359,0.0002034813,0.0002891579,0.00005354257,0.0001398105,0.00009895735,0.0002187059,0.0001369688],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001813604,"about_ca_system_score_gemma":0.0002602359,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008028813,"about_ca_topic_score_gemma":0.000008256759,"domain_scores_codex":[0.9982238,0.00004356456,0.000186235,0.0004704421,0.0005950678,0.0004808726],"domain_scores_gemma":[0.9987255,0.00003299361,0.00002912341,0.0005366722,0.0001429858,0.0005327197],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.009640661,0.002927757,0.001948052,0.002914263,0.00110087,0.001649795,0.002104564,0.008686935,0.06081706,0.849885,0.0352519,0.0230731],"study_design_scores_gemma":[0.007911847,0.000398823,0.03087155,0.001426384,0.0006757186,0.00001002851,0.0002836952,0.686177,0.003366308,0.2642135,0.003924004,0.0007410841],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5203796,0.002074733,0.4208053,0.03127303,0.000630219,0.002515576,0.000127881,0.000650054,0.02154367],"genre_scores_gemma":[0.9881617,0.0001256164,0.001506613,0.001807479,0.00007427809,0.0001413285,0.00004854764,0.00003344233,0.008101027],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6774901,"threshold_uncertainty_score":0.7933558,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0378615837393837,"score_gpt":0.2890483118217735,"score_spread":0.2511867280823898,"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."}}