{"id":"W3138862056","doi":"10.3934/mbe.2021137","title":"A mathematical model for Vibrio-phage interactions","year":2021,"lang":"en","type":"article","venue":"Mathematical Biosciences & Engineering","topic":"Vibrio bacteria research studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta; York University","funders":"","keywords":"Vibrio; Cholera; Vibrio cholerae; Bacteria; Biology; Stability (learning theory); Sensitivity (control systems); Microbiology; Genetics; Computer science; Engineering","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":[0.0002254091,0.0001533219,0.0001954934,0.00004562032,0.0001086855,0.00009491982,0.0002129377,0.00005740581,0.00005849229],"category_scores_gemma":[0.001245372,0.0001311739,0.0001271932,0.0001530186,0.0000937027,0.00001321969,0.000228279,0.00007683561,0.00002743925],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001973123,"about_ca_system_score_gemma":0.00007396409,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":2.177446e-7,"about_ca_topic_score_gemma":0.000001968028,"domain_scores_codex":[0.9988248,0.00001213698,0.0002337749,0.000340768,0.0001981115,0.000390345],"domain_scores_gemma":[0.9993767,0.00009168126,0.00002902844,0.0002776349,0.00009824945,0.0001267452],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000006415565,0.00008970856,0.000006100454,0.0001360569,0.00003248842,0.000003169073,0.0001136278,0.001257808,0.9847953,0.01296218,0.000428677,0.0001684151],"study_design_scores_gemma":[0.0002407093,0.00007208696,0.00003183703,0.0000706135,0.00001997957,0.00005008294,0.0001314093,0.7119724,0.2795824,0.004301751,0.003275948,0.000250748],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1861383,0.0001279007,0.8115832,0.0005006117,0.00009252891,0.000224681,0.00002983503,0.00004425575,0.001258725],"genre_scores_gemma":[0.8693516,0.00002769761,0.1279789,0.0000832233,0.0001375501,0.0001578705,0.00001977694,0.0000264615,0.002216869],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7107146,"threshold_uncertainty_score":0.5349118,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02542528757980506,"score_gpt":0.3039255650201896,"score_spread":0.2785002774403845,"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."}}