{"id":"W2349078118","doi":"","title":"Optimization of initial fermentation media of coliform group by response surface methodology","year":2013,"lang":"en","type":"article","venue":"Science and Technology of Food Industry","topic":"Microbial Metabolic Engineering and Bioproduction","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Science North","funders":"","keywords":"Lactose; Response surface methodology; Food science; Fermentation; Mathematics; Yeast; Box–Behnken design; Chemistry; Microbiology; Biology; Biochemistry; Statistics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001544631,0.001750776,0.001304035,0.0009310361,0.0003740542,0.0008490502,0.0006244712,0.0006607138,0.0007276374],"category_scores_gemma":[0.001656578,0.0004356212,0.0007549641,0.0008879234,0.0002931975,0.0004994691,0.0005409383,0.0006985479,0.0004661854],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004119753,"about_ca_system_score_gemma":0.0006835822,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001115032,"about_ca_topic_score_gemma":0.001306104,"domain_scores_codex":[0.9981424,0.0004464161,0.000246784,0.000266352,0.000713601,0.0001844998],"domain_scores_gemma":[0.9994401,0.000146169,0.0001025807,0.00004060326,0.0002191607,0.00005142252],"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":[0.0001627144,0.0001166576,0.0003029355,0.0001354854,0.00001018281,0.00004566665,0.00002904045,0.0004606519,0.9951977,0.00005642893,0.00005394637,0.003428566],"study_design_scores_gemma":[0.0000169783,0.0003871564,0.001213049,0.00001666939,0.00002716082,0.00003609589,0.00003930279,0.001167009,0.9957458,0.00002601388,0.00130513,0.00001959973],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9272804,0.003771139,0.06247242,0.0003189677,0.0001998781,0.001367458,0.000953695,0.0005242435,0.003111769],"genre_scores_gemma":[0.800469,0.004471895,0.1873417,0.0001556782,0.00006375081,0.001891906,0.002583765,0.0002117229,0.002810596],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001750776,"threshold_uncertainty_score":0.008168876,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01718343870957104,"score_gpt":0.278577809147752,"score_spread":0.2613943704381809,"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."}}