{"id":"W2947072580","doi":"10.4103/jgid.jgid_26_19","title":"Fighting antimicrobial resistance: Status paper with action points by organized medicine academic guild","year":2019,"lang":"en","type":"article","venue":"Journal of Global Infectious Diseases","topic":"Antibiotic Use and Resistance","field":"Immunology and Microbiology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Guild; Action (physics); Resistance (ecology); Antimicrobial; Medicine; Biology; Ecology; Microbiology","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001441235,0.0002148065,0.0004766663,0.00005801364,0.0001623179,0.00001689986,0.0001741024,0.0002190295,0.0009784799],"category_scores_gemma":[0.0001803064,0.0001414744,0.0001043127,0.0002845472,0.0002087396,0.0003020186,0.00003413343,0.0004294665,0.0001396612],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002357225,"about_ca_system_score_gemma":0.0002097415,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000560683,"about_ca_topic_score_gemma":0.00005556128,"domain_scores_codex":[0.9986293,0.0001539712,0.0005057111,0.0002126481,0.0001151211,0.0003832328],"domain_scores_gemma":[0.9987208,0.0000969238,0.0006569309,0.0001717563,0.0002664939,0.0000871414],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00240471,0.0002852598,0.4688221,0.0001593639,0.0006805605,0.00003888847,0.00009689025,0.000008664218,0.2613629,0.0002827733,0.2654417,0.000416207],"study_design_scores_gemma":[0.04132123,0.004206669,0.5493572,0.005717019,0.002492306,0.002758082,0.002200432,0.000001599586,0.03891529,0.001652317,0.3496863,0.001691606],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9870148,0.00848775,0.0001063449,0.0009426717,0.001245801,0.0001567866,0.00009133595,0.00005158738,0.001902888],"genre_scores_gemma":[0.9964169,0.001483764,0.00002261568,0.0007888951,0.0001670491,4.225979e-7,0.00002914335,0.00001723271,0.001073972],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2224476,"threshold_uncertainty_score":0.9999347,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005291162947630249,"score_gpt":0.2502431827772958,"score_spread":0.2449520198296656,"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."}}