{"id":"W4391422492","doi":"10.1371/journal.ppat.1011930","title":"It’s uncomplicated: Prevention of urinary tract infections in an era of increasing antibiotic resistance","year":2024,"lang":"en","type":"article","venue":"PLoS Pathogens","topic":"Urinary Tract Infections Management","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"Canada Research Chairs","keywords":"Urinary system; Antibiotic resistance; Antibiotics; Medicine; Intensive care medicine; Microbiology; Internal medicine; Biology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.002832704,0.0005285048,0.001134039,0.001032619,0.001467252,0.003402946,0.0008982684,0.0017738,0.0116757],"category_scores_gemma":[0.01652677,0.000244142,0.0008323237,0.0007157387,0.0009996992,0.00240727,0.002852441,0.00360016,0.002571389],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008046757,"about_ca_system_score_gemma":0.004586101,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002797351,"about_ca_topic_score_gemma":0.00432915,"domain_scores_codex":[0.9970176,0.001046481,0.0002268655,0.0002513074,0.0009571198,0.0005006439],"domain_scores_gemma":[0.9926729,0.00110627,0.001539445,0.0003468663,0.001497994,0.002836595],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0003394879,0.001683728,0.05546256,0.002753087,0.0002871132,0.001487814,0.001910188,0.0002636058,0.00255818,0.01232738,0.1672241,0.7537028],"study_design_scores_gemma":[0.0002698678,0.003801648,0.1562017,0.01186969,0.0004908802,0.008144449,0.004906238,0.0007603043,0.0023992,0.02603871,0.7849348,0.0001825353],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1386078,0.2439404,0.01869356,0.451028,0.01608547,0.000570642,0.0007651871,0.00114211,0.1291669],"genre_scores_gemma":[0.6634446,0.1622144,0.03183739,0.08932319,0.01884212,0.000403755,0.0008442822,0.0004061634,0.03268414],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0116757,"threshold_uncertainty_score":0.03905904,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03720421584849114,"score_gpt":0.312716847633944,"score_spread":0.2755126317854529,"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."}}