{"id":"W4229373324","doi":"10.1242/dmm.049597","title":"First person – Rujuta Deshpande","year":2022,"lang":"en","type":"article","venue":"Disease Models & Mechanisms","topic":"Invertebrate Immune Response Mechanisms","field":"Immunology and Microbiology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Inflammatory Bowel Diseases; Gerontology; Medicine; Library science; Disease; Pathology; Inflammatory bowel disease","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":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0005141049,0.0003860599,0.0003739888,0.0002511696,0.001569283,0.0000399611,0.0007323523,0.0001328317,0.007775496],"category_scores_gemma":[0.00003684902,0.0004089189,0.0002973012,0.0002771564,0.00008081424,0.0002116627,0.0004724904,0.0005164466,0.0009513118],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002497782,"about_ca_system_score_gemma":0.000255143,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001000986,"about_ca_topic_score_gemma":0.000009479114,"domain_scores_codex":[0.9974408,0.00052838,0.0003073205,0.0007068989,0.0002025159,0.0008141191],"domain_scores_gemma":[0.9988092,0.00007986254,0.0001375029,0.0007815219,0.00006488222,0.0001270409],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00263696,0.0009345868,0.00001554693,0.00006271395,0.0003901496,0.000318733,0.002611126,0.01389214,0.4171526,0.5524741,0.007749145,0.001762227],"study_design_scores_gemma":[0.01027366,0.001821276,0.0002332105,0.000110985,0.0009220447,0.0006024132,0.009205601,0.1196821,0.2128595,0.5925504,0.04828692,0.00345193],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5231158,0.01456526,0.4387558,0.004186389,0.008287605,0.003110595,0.001878772,0.001963622,0.004136218],"genre_scores_gemma":[0.9897537,0.00002981046,0.0004959994,0.001258993,0.00002286162,0.0006191203,0.0004417746,0.00009066985,0.007287082],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4666379,"threshold_uncertainty_score":0.9998363,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02411605619573881,"score_gpt":0.2090515424442138,"score_spread":0.184935486248475,"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."}}