{"id":"W3014451185","doi":"10.1038/s41598-020-62552-4","title":"Microbial lag phase can be indicative of, or independent from, cellular stress","year":2020,"lang":"en","type":"article","venue":"Scientific Reports","topic":"thermodynamics and calorimetric analyses","field":"Chemistry","cited_by":140,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Biotechnology and Biological Sciences Research Council; Directorate for Biological Sciences; Universität Greifswald; Universidade de São Paulo; Queen's University; Universidade Federal do Rio de Janeiro; Queen's University Belfast; University of Brighton; West Virginia University","keywords":"Agaricus bisporus; Food science; Biology; Exponential growth; Bacillus subtilis; Bacterial growth; Enterococcus faecalis; Staphylococcus aureus; Microbiology; Botany; Bacteria","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005875533,0.000411543,0.0003053827,0.001064728,0.0001744126,0.0006873574,0.0001779055,0.0004491818,0.001350549],"category_scores_gemma":[0.0009447091,0.0002198624,0.0002416849,0.0007668757,0.0002979715,0.0004216754,0.0004842514,0.0006761221,0.0004791954],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002411088,"about_ca_system_score_gemma":0.000164215,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003363039,"about_ca_topic_score_gemma":0.0004574489,"domain_scores_codex":[0.9996062,0.00009003822,0.00004475813,0.00009122981,0.0001045521,0.0000632259],"domain_scores_gemma":[0.997946,0.0007388565,0.0007192367,0.0001759911,0.0002112413,0.0002086724],"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":[0.0008290808,0.00008833232,0.02537452,0.0001404804,0.00003806056,0.00009244153,0.00007324279,0.0002029634,0.9692847,0.000140999,0.0001039438,0.003631392],"study_design_scores_gemma":[0.00003497516,0.001741201,0.5153943,0.00008641919,0.00009015547,0.0005479041,0.000328007,0.002768006,0.4744757,0.0008325393,0.003644583,0.00005616961],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.979381,0.004558138,0.01016377,0.0001095619,0.00006526161,0.00007065028,0.00257154,0.0001822916,0.002897754],"genre_scores_gemma":[0.9952288,0.0006066037,0.002201192,0.00006496439,0.00001630606,0.0000613042,0.00125629,0.00001896589,0.0005455718],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001350549,"threshold_uncertainty_score":0.004518032,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02508612587135793,"score_gpt":0.2640814145004309,"score_spread":0.238995288629073,"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."}}