{"id":"W2071419046","doi":"10.4161/bact.1.1.14354","title":"Phage or phages","year":2011,"lang":"en","type":"article","venue":"Bacteriophage","topic":"Bacteriophages and microbial interactions","field":"Environmental Science","cited_by":10,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université Laval","funders":"Université Laval","keywords":"Bacteriophage; Biology; Virology; Computational biology; Microbiology; Genetics; Escherichia coli; Gene","routes":{"ca_aff":true,"ca_fund":true,"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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00009747518,0.000212979,0.0001795439,0.00003783376,0.0001605317,0.00005052616,0.0003315749,0.00007979611,0.1804242],"category_scores_gemma":[0.00001744181,0.000167129,0.0001022179,0.0002051367,0.0001487868,0.0005999391,0.0002321803,0.0001512372,0.008978164],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007949796,"about_ca_system_score_gemma":0.00001005748,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004608724,"about_ca_topic_score_gemma":0.0002109415,"domain_scores_codex":[0.9988376,0.00004147646,0.0002542724,0.0003657523,0.0001119142,0.0003889892],"domain_scores_gemma":[0.9993419,0.00002015915,0.00009127529,0.0003818042,0.00000692174,0.0001579632],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0001567331,0.000316663,0.001761815,0.000009973302,0.00002572617,0.0002747511,0.001548498,4.305144e-7,0.9670848,0.00004245995,0.00659429,0.02218381],"study_design_scores_gemma":[0.0006036488,0.000225321,0.7430052,0.00001953777,0.00003915932,0.0002471984,0.0001335464,0.00001505883,0.1363747,0.00005992686,0.1188167,0.0004601003],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8679665,0.00001819539,0.0002381654,0.00003884502,0.0004951652,0.0001933403,0.00002440132,0.0001580537,0.1308673],"genre_scores_gemma":[0.9662881,0.00002730904,0.003998228,0.0005196491,0.00008148191,0.00002887927,0.000009985971,0.00003462086,0.02901172],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8307102,"threshold_uncertainty_score":0.9917935,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04327090638955577,"score_gpt":0.2324259484474123,"score_spread":0.1891550420578565,"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."}}