{"id":"W2313533762","doi":"10.4172/2161-1009.1000e103","title":"How is Escherichia coli Doing?","year":2012,"lang":"en","type":"article","venue":"Biochemistry & Analytical Biochemistry","topic":"Escherichia coli research studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Carleton University","funders":"","keywords":"Escherichia coli; Computational biology; Biology; Computer science; Microbiology; Genetics; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002976276,0.0005069964,0.0005454687,0.0005718343,0.001176413,0.00595616,0.0007129608,0.002095297,0.002777296],"category_scores_gemma":[0.003650542,0.0002408455,0.0003722729,0.0009912523,0.002973719,0.002772173,0.000966187,0.001761388,0.002986947],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001558853,"about_ca_system_score_gemma":0.004310914,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004881355,"about_ca_topic_score_gemma":0.003687229,"domain_scores_codex":[0.9977399,0.0009537397,0.00008765668,0.0002317298,0.0006052737,0.0003816576],"domain_scores_gemma":[0.9970275,0.0006640509,0.0003171599,0.0006761125,0.0008015646,0.0005137082],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0006958033,0.0007840301,0.05558992,0.001724439,0.0003880154,0.001347611,0.0109497,0.001202037,0.1154615,0.2762813,0.06766215,0.4679134],"study_design_scores_gemma":[0.00004068987,0.0004082274,0.05397515,0.000971864,0.0002899569,0.001115231,0.02516395,0.0007445864,0.06393584,0.1249683,0.7282089,0.0001773987],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.381425,0.02112623,0.02827118,0.1936662,0.004505597,0.0002096707,0.001825295,0.000947808,0.368023],"genre_scores_gemma":[0.837104,0.02528017,0.02056972,0.02647495,0.0004233455,0.0001524447,0.00122833,0.0002564662,0.08851066],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00595616,"threshold_uncertainty_score":0.01574028,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01360592650261323,"score_gpt":0.2813813649665397,"score_spread":0.2677754384639265,"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."}}