{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001058651,0.002082927,0.000947313,0.002806374,0.001205143,0.004065864,0.002211599,0.003723942,0.966664],"category_scores_gemma":[0.00156466,0.0007364314,0.001004049,0.002770478,0.001080074,0.002314914,0.00244696,0.001450981,0.9754645],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001196014,"about_ca_system_score_gemma":0.0007074468,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003610861,"about_ca_topic_score_gemma":0.002800213,"domain_scores_codex":[0.9990647,0.00008232082,0.00008726204,0.0003224571,0.0003183449,0.0001248806],"domain_scores_gemma":[0.9981711,0.0003096747,0.0001329653,0.0004653803,0.0006528866,0.0002679873],"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":[0.0002795754,0.000289555,0.000943383,0.000455067,0.00003296766,0.0002791403,0.00008166752,0.0007283593,0.005738829,0.005855646,0.2332905,0.7520252],"study_design_scores_gemma":[0.00005430379,0.00008199628,0.0009333203,0.0001752864,0.0000171564,0.0003752827,0.00005295057,0.0008431561,0.001102981,0.0009291568,0.9954098,0.0000247624],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001570707,0.0006480716,0.004175649,0.0005794053,0.0005963163,0.0001982591,0.001208466,0.003774911,0.9872481],"genre_scores_gemma":[0.002830871,0.0002555862,0.001892354,0.000313348,0.0001115573,0.00006629443,0.0009372077,0.0004300233,0.9931629],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.03333598,"threshold_uncertainty_score":0.04754972,"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."}}