{"id":"W4283163284","doi":"10.2196/35774","title":"Antimicrobial Use in Pediatric Oncology and Hematology: Protocol for a Multicenter Point-Prevalence Study With Qualitative Expert Panel Assessment","year":2022,"lang":"en","type":"article","venue":"JMIR Research Protocols","topic":"Neutropenia and Cancer Infections","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"European Society of Clinical Microbiology and Infectious Diseases","keywords":"Medicine; Medical prescription; Family medicine; Antimicrobial; Antimicrobial stewardship; Pediatric cancer; Antibiotic resistance; Intensive care medicine; Cancer; Internal medicine; Antibiotics; Nursing","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.08782218,0.003293183,0.003530682,0.00445192,0.005173235,0.003854992,0.004065362,0.003001611,0.0394323],"category_scores_gemma":[0.06505953,0.002789503,0.004705254,0.004852255,0.002767439,0.003149599,0.004827034,0.004800101,0.006569852],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009485865,"about_ca_system_score_gemma":0.04104148,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007508079,"about_ca_topic_score_gemma":0.01645302,"domain_scores_codex":[0.9384912,0.0428081,0.009068732,0.002720954,0.004098273,0.002812675],"domain_scores_gemma":[0.927379,0.02120878,0.006418628,0.008538157,0.03366527,0.002790076],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.04073931,0.03468364,0.03425631,0.1281998,0.001619137,0.004031974,0.09886584,0.01328985,0.01261073,0.02688092,0.2175653,0.3872573],"study_design_scores_gemma":[0.05896423,0.02079549,0.08808859,0.07314376,0.0010841,0.001118877,0.09982682,0.012229,0.01055104,0.02572736,0.6070424,0.001428246],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.002238902,0.0001113909,0.003433491,0.0002097244,0.0000987299,0.9909828,0.001925925,0.00004582015,0.0009532096],"genre_scores_gemma":[0.0007811534,0.00005624612,0.005110953,0.00006171375,0.000006598978,0.9936335,0.0002355228,0.000003387194,0.0001108778],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.08782218,"threshold_uncertainty_score":0.4644536,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4243694059583356,"score_gpt":0.6374683410788053,"score_spread":0.2130989351204698,"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."}}