{"id":"W4405740871","doi":"10.1101/2024.12.24.630238","title":"Generalists in a Specialist World: Vibrio-Phages with Broad Host Range","year":2024,"lang":"en","type":"preprint","venue":"bioRxiv (Cold Spring Harbor Laboratory)","topic":"Vibrio bacteria research studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"","keywords":"Host (biology); Generalist and specialist species; Range (aeronautics); Broad spectrum; Biology; Vibrio; Microbiology; Bacteria; Ecology; Engineering; Genetics; Chemistry","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":[0.0002493937,0.0001927557,0.000253465,0.0006452165,0.0005348124,0.0007659292,0.000161978,0.0002707511,0.001486029],"category_scores_gemma":[0.0002607263,0.0001147355,0.0001456005,0.0005526377,0.0003174068,0.0003747231,0.0006711784,0.0002958006,0.0002016088],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002439117,"about_ca_system_score_gemma":0.0001992209,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001774198,"about_ca_topic_score_gemma":0.003409155,"domain_scores_codex":[0.9997527,0.00002126676,0.00001226479,0.0001033105,0.0000368492,0.00007363815],"domain_scores_gemma":[0.9997332,0.00003108403,0.0000897537,0.00002637564,0.00003650117,0.00008320183],"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":[0.0002447866,0.00005283034,0.390157,0.0001271599,0.00007149042,0.000385583,0.001498794,0.0002153385,0.5933037,0.0005895629,0.0003749208,0.01297881],"study_design_scores_gemma":[0.000008861589,0.0001485554,0.9762594,0.00002541214,0.00003474657,0.000987409,0.003860865,0.0005582904,0.01113612,0.0005552561,0.00640641,0.00001872747],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9977319,0.0003845614,0.0005564282,0.00004469283,0.000003913153,0.000004911682,0.0001347002,0.000009310721,0.001129432],"genre_scores_gemma":[0.9986603,0.0001423929,0.0003905418,0.00006166323,0.000006278126,0.000003521138,0.0001738561,0.000005118469,0.0005561828],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001774198,"threshold_uncertainty_score":0.004971266,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01259605581241124,"score_gpt":0.2496521386883614,"score_spread":0.2370560828759501,"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."}}