{"id":"W4322757851","doi":"10.1371/journal.pgen.1010648","title":"Sticky decisions: The multilayered regulation of adhesin production by bacteria","year":2023,"lang":"en","type":"letter","venue":"PLoS Genetics","topic":"Probiotics and Fermented Foods","field":"Agricultural and Biological Sciences","cited_by":8,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université de Montréal","funders":"","keywords":"Biology; Bacterial adhesin; Bacteria; Production (economics); Microbiology; Cell biology; Computational biology; Genetics; Escherichia coli; Gene","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001348063,0.0001757842,0.0001982879,0.00001446912,0.0001242946,0.00004618472,0.0003457827,0.0003878257,0.00009353326],"category_scores_gemma":[0.0001629746,0.00005966334,0.00008598833,0.0002538502,0.0000752523,0.00001992548,0.00009707548,0.0003332217,0.00004334058],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002080989,"about_ca_system_score_gemma":0.000009247596,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008224617,"about_ca_topic_score_gemma":0.00002026531,"domain_scores_codex":[0.9986934,0.00009908673,0.0003276627,0.0003208908,0.0003395532,0.000219395],"domain_scores_gemma":[0.9992027,0.0002487069,0.0002301246,0.0001605252,0.0001326228,0.00002534981],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000006919947,0.00003458843,0.00003771418,0.00001282543,0.00003013899,7.307601e-7,0.00002105264,0.000008079365,0.5159077,8.393829e-7,0.4784348,0.005504609],"study_design_scores_gemma":[0.0001242626,0.0004483717,0.01251761,0.0002755219,0.000194236,0.000004270249,0.00006612588,0.001559048,0.2125835,0.0008574774,0.7708811,0.000488464],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6392912,0.0006647002,0.000004040016,0.3566196,0.001218155,0.001161402,0.0008395736,0.0001147161,0.00008654968],"genre_scores_gemma":[0.8916073,0.003144433,0.0009908513,0.07195501,0.0131855,0.0001624017,0.007185952,0.00003614914,0.01173241],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3033242,"threshold_uncertainty_score":0.2991267,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05576685624992931,"score_gpt":0.2266571425760699,"score_spread":0.1708902863261406,"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."}}