{"id":"W2119477357","doi":"10.51847/esnscql","title":"10.51847/EsnScqL","year":2000,"lang":"en","type":"article","venue":"Time to knit","topic":"Computational Drug Discovery Methods","field":"Computer Science","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Azadirachta; Biological activity; Broad spectrum; Traditional medicine; Biology; Biotechnology; Chemistry; Botany; Biochemistry; Medicine; Combinatorial chemistry; In vitro","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0002645278,0.0001041865,0.0001118195,0.00008079184,0.00006423725,0.0001232693,0.0007297788,0.00002682464,0.9237107],"category_scores_gemma":[0.00003868285,0.0001058746,0.00005205039,0.0004376806,0.00001650824,0.0003090334,0.0001470035,0.00006286022,0.9704037],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003378113,"about_ca_system_score_gemma":0.00005731007,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000078018,"about_ca_topic_score_gemma":3.370755e-8,"domain_scores_codex":[0.9989772,0.00009929084,0.0001444012,0.0003025413,0.0002600379,0.0002164671],"domain_scores_gemma":[0.9992206,0.0001702588,0.00001986441,0.0004208799,0.00004239221,0.0001260419],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000007926973,0.00002531847,6.350712e-8,0.000001318828,0.000005139885,0.000005218958,0.00002279757,0.01335802,0.00001623498,0.0002204838,0.00953678,0.9768007],"study_design_scores_gemma":[0.00009331558,0.00005191054,0.000151892,0.000005591412,0.000002013507,0.00001107354,1.023156e-7,0.06910526,0.00003378827,0.000266696,0.9301442,0.0001341709],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000657826,0.00002620063,0.007046606,0.001030884,0.000007467727,0.0001161218,0.000003178141,0.0002184412,0.9908932],"genre_scores_gemma":[0.000212286,7.733993e-8,0.03662929,0.0002118112,0.00007244745,0.000009655411,0.000002711482,0.000008868725,0.9628528],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9766665,"threshold_uncertainty_score":0.4317442,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01036996525025063,"score_gpt":0.2285493063055627,"score_spread":0.2181793410553121,"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."}}