{"id":"W2043361448","doi":"10.1002/pamm.200510312","title":"Non‐linear modelling and statistical anlaysis of multi‐stage high‐pressure inactivation of lactic acid bacteria","year":2005,"lang":"en","type":"article","venue":"PAMM","topic":"Microbial Inactivation Methods","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Lactococcus lactis; Degree Celsius; Lactic acid; Chemistry; Streptococcaceae; Bacteria; Food science; Metabolic activity; Biochemistry; Biological system; Biology; Thermodynamics","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":[0.00181203,0.0006347782,0.0006445872,0.0004655628,0.0002935071,0.001070917,0.0006876952,0.0007900346,0.001203681],"category_scores_gemma":[0.003104866,0.0005873697,0.0009604823,0.0003838371,0.0006180253,0.0006106072,0.0005421154,0.0008698779,0.0002314555],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009343619,"about_ca_system_score_gemma":0.0009733685,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01523046,"about_ca_topic_score_gemma":0.007982698,"domain_scores_codex":[0.9994757,0.0002026558,0.00002532981,0.0001325381,0.0001011662,0.00006269439],"domain_scores_gemma":[0.9979353,0.00155329,0.000226508,0.00006178264,0.0001887502,0.00003440447],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00006010612,0.00004382189,0.001451731,0.00003682492,0.00005478364,0.00003325385,0.00003422027,0.987571,0.002363846,0.001095605,0.0000728255,0.007182004],"study_design_scores_gemma":[0.000001101618,0.00001297949,0.0003212102,6.205751e-7,0.000001872531,0.000001949828,0.000002179385,0.999236,0.0002224038,0.0001761235,0.0000211504,0.000002461128],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4572825,0.0002494617,0.5403847,0.0002569249,0.00003675349,0.00006861866,0.0001899069,0.0005033099,0.001027875],"genre_scores_gemma":[0.9847767,0.0001108114,0.01320878,0.00001785535,0.00001209093,0.00008865732,0.0001305667,0.00002527789,0.001629166],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01523046,"threshold_uncertainty_score":0.03028357,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02888526911328241,"score_gpt":0.3130046959795981,"score_spread":0.2841194268663156,"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."}}