{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006231339,0.001219706,0.001216239,0.001544149,0.005971566,0.006207507,0.001209463,0.003811084,0.178507],"category_scores_gemma":[0.05363023,0.0007154356,0.0004235366,0.0007426841,0.002516341,0.004493125,0.004233402,0.008660513,0.1012309],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00352738,"about_ca_system_score_gemma":0.006055085,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002715239,"about_ca_topic_score_gemma":0.003171352,"domain_scores_codex":[0.9905472,0.004084546,0.0003838051,0.001473142,0.002786526,0.0007247229],"domain_scores_gemma":[0.9623359,0.008548024,0.002204411,0.002091296,0.01329804,0.01152229],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000531902,0.00005483758,0.0002396539,0.0001321246,0.000004888496,0.000655683,0.004829807,0.0000431425,0.0008899715,0.002104489,0.9707897,0.02020255],"study_design_scores_gemma":[0.0000088891,0.00002031792,0.0002055323,0.0001761788,0.000001690758,0.0006471551,0.00591361,0.00005995049,0.0001928312,0.0008091909,0.991939,0.00002571452],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.02178483,0.01670944,0.01723932,0.5064607,0.2079872,0.001645655,0.003786698,0.005906191,0.21848],"genre_scores_gemma":[0.1105206,0.003684594,0.007408819,0.1589762,0.01222422,0.002123155,0.0006826033,0.003751231,0.7006286],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.178507,"threshold_uncertainty_score":0.5971655,"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."}}