{"id":"W2135560601","doi":"10.51847/crxor67","title":"10.51847/CrXoR67","year":2000,"lang":"en","type":"article","venue":"Time to knit","topic":"Chromatography in Natural Products","field":"Chemistry","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University Grants Commission","keywords":"Response surface methodology; Cephalosporin C; Artificial neural network; Fermentation; Biological system; Mathematics; Yield (engineering); Box–Behnken design; Chemistry; Computer science; Cephalosporin; Food science; Machine learning; Materials science; Biology; Statistics; Biochemistry; Antibiotics","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":[0.00005544796,0.0001539923,0.0001458497,0.0000455358,0.00006282868,0.00003621023,0.0002906321,0.00009079107,0.9986736],"category_scores_gemma":[0.00004346852,0.0001520385,0.00008149254,0.0002652472,0.00003690219,0.00007531993,0.00004069553,0.0001520405,0.9821469],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002918823,"about_ca_system_score_gemma":0.0000161546,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001434536,"about_ca_topic_score_gemma":4.010748e-8,"domain_scores_codex":[0.9990454,0.000008243244,0.0001572475,0.0003051201,0.0001992432,0.0002847593],"domain_scores_gemma":[0.9992595,0.00003489069,0.00002391984,0.0005072698,0.00003768034,0.0001367219],"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":[0.00005953662,0.00005129182,7.279965e-7,0.00003135499,0.00003033264,0.00001377307,0.00001256604,0.00001619924,0.01349065,0.000001099477,0.1290475,0.857245],"study_design_scores_gemma":[0.0001869242,0.00001702968,0.00001327607,0.00002215167,0.00001300237,0.00001520916,4.610686e-7,0.00002549183,0.008339014,0.000006018519,0.991156,0.0002053736],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01971395,0.0001882567,1.446808e-8,0.0002827246,0.000003531457,0.00005621771,0.00001911835,0.0003181927,0.979418],"genre_scores_gemma":[0.005115886,5.830247e-7,0.0001221598,0.00004928235,0.0002866213,0.0000087604,0.00002806677,0.00002903372,0.9943596],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8621086,"threshold_uncertainty_score":0.6199949,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004831308958976713,"score_gpt":0.1793136915840692,"score_spread":0.1744823826250925,"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."}}