{"id":"W4232881721","doi":"10.1093/jac/dkt093","title":"Preface","year":2013,"lang":"en","type":"article","venue":"Journal of Antimicrobial Chemotherapy","topic":"Antibiotic Use and Resistance","field":"Immunology and Microbiology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Computational biology; Biology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00194135,0.0008506658,0.0006448769,0.001782832,0.002314073,0.003267024,0.001335981,0.001479467,0.3624719],"category_scores_gemma":[0.01413229,0.0002512469,0.0005325614,0.001239386,0.0007161226,0.002838459,0.002158773,0.003621956,0.2407105],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002091645,"about_ca_system_score_gemma":0.002707712,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003871575,"about_ca_topic_score_gemma":0.00431702,"domain_scores_codex":[0.9987029,0.000181555,0.00009432731,0.0002165789,0.0006702802,0.0001343591],"domain_scores_gemma":[0.992391,0.0009875217,0.0002362075,0.0004687202,0.004605031,0.001311487],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002203566,0.00001198901,0.0001100644,0.00006253271,0.000001232238,0.00005235049,0.00009061689,0.00003239657,0.0001003973,0.003419189,0.9716492,0.02444805],"study_design_scores_gemma":[0.00000223986,0.000009508294,0.000219818,0.00005910913,7.931376e-7,0.00007547256,0.00007046721,0.00001904484,0.00004632455,0.001041164,0.9984533,0.000002782897],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002325883,0.01017419,0.006474398,0.08115775,0.3412976,0.0006263223,0.01038985,0.001448761,0.5461053],"genre_scores_gemma":[0.01013783,0.006366787,0.003118903,0.01643891,0.04241805,0.0003108247,0.007674129,0.0007982225,0.9127363],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3624719,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005165436984404904,"score_gpt":0.2082474326767761,"score_spread":0.2030819956923712,"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."}}