{"id":"W4313332424","doi":"10.1093/ofid/ofac706","title":"Can the Future of ID Escape the Inertial Dogma of Its Past? The Exemplars of Shorter Is Better and Oral Is the New IV","year":2022,"lang":"en","type":"article","venue":"Open Forum Infectious Diseases","topic":"Antibiotic Use and Resistance","field":"Immunology and Microbiology","cited_by":74,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Medicine; Intensive care medicine; Randomized controlled trial; Bacteremia; Clinical Practice; Clinical trial; Endocarditis; Alternative medicine; Antibiotics; Internal medicine; Family medicine; Pathology","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":[0.01759467,0.000476679,0.00132904,0.001315395,0.002895849,0.00951709,0.001729827,0.006844569,0.008684176],"category_scores_gemma":[0.02736077,0.0002785226,0.0006796965,0.001008312,0.01882854,0.01946808,0.003736858,0.01631545,0.002848628],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004488896,"about_ca_system_score_gemma":0.007132492,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00262277,"about_ca_topic_score_gemma":0.004698765,"domain_scores_codex":[0.9949592,0.002465971,0.0003080745,0.0006169831,0.001079971,0.0005698689],"domain_scores_gemma":[0.976913,0.01242511,0.001550275,0.002098725,0.003291566,0.003721373],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005090275,0.0003419379,0.003858905,0.001437364,0.00007092091,0.0006645108,0.003800477,0.0003098322,0.0007508024,0.5088158,0.2188575,0.260583],"study_design_scores_gemma":[0.00004438519,0.0002340257,0.001830125,0.002688293,0.00003557736,0.001070951,0.004856423,0.0002570135,0.0003434187,0.2630713,0.7254725,0.00009593721],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.002041914,0.1420172,0.00225197,0.830098,0.01145282,0.000008490698,0.00005955854,0.00005372051,0.01201636],"genre_scores_gemma":[0.1821597,0.314125,0.00918276,0.4140359,0.06887616,0.0001089612,0.0001650097,0.0002566558,0.01108979],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.01759467,"threshold_uncertainty_score":0.0930506,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005505079074583112,"score_gpt":0.2266057820909444,"score_spread":0.2211007030163613,"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."}}