{"id":"W7132426153","doi":"","title":"Conversational drug editing using retrieval and domain feedback","year":2024,"lang":"en","type":"article","venue":"NPARC","topic":"Biochemical and Structural Characterization","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Interpretability; Conversation; Task (project management); Domain (mathematical analysis); Focus (optics); Key (lock)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00005453451,0.00005924332,0.00004329047,0.00001260901,0.00003944796,0.0000371828,0.0000309405,0.00005949229,0.00006468305],"category_scores_gemma":[0.00001864499,0.0000522,0.00002214121,0.00004414681,0.00004689663,0.000004177833,0.00003856789,0.00005042088,0.000002708917],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000007561698,"about_ca_system_score_gemma":0.00001944253,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":9.680347e-7,"about_ca_topic_score_gemma":2.449711e-7,"domain_scores_codex":[0.999598,0.00001199593,0.000074874,0.0001663028,0.00006524592,0.00008360884],"domain_scores_gemma":[0.9998755,0.000005599928,0.00001448138,0.00004750229,0.00002186166,0.00003504844],"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":[0.00002117816,0.000001355247,0.0001976643,0.00002261904,0.000009844554,0.000001265713,0.00003658257,4.569683e-7,0.9980031,0.0003732355,0.000565698,0.0007670221],"study_design_scores_gemma":[0.0002125708,0.00002648172,0.002219231,0.00003598412,0.00001304272,0.00005247616,0.00006628412,0.001888362,0.9763005,0.004715212,0.014307,0.0001627931],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9978594,0.0001601846,0.0005434569,0.0004868292,0.0002161639,0.00003809481,0.0000202278,0.00001191605,0.0006637127],"genre_scores_gemma":[0.9970629,0.00001779759,0.00175083,0.0001192659,0.0006962871,5.339982e-7,0.0001442412,0.000007090449,0.0002011168],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02170252,"threshold_uncertainty_score":0.2128654,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007930714294421012,"score_gpt":0.2290481616356749,"score_spread":0.2211174473412539,"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."}}