{"id":"W4406396984","doi":"10.3390/antibiotics14010094","title":"Sources and Transmission Routes of Carbapenem-Resistant Pseudomonas aeruginosa: Study Design and Methodology of the SAMPAN Study","year":2025,"lang":"en","type":"article","venue":"Antibiotics","topic":"Antibiotic Resistance in Bacteria","field":"Biochemistry, Genetics and Molecular Biology","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"Deltares; Universitas Indonesia; Ministerio de Economía y Competitividad; ZonMw; Erasmus+; International Development Research Centre; Joint Programming Initiative on Antimicrobial Resistance","keywords":"Transmission (telecommunications); Delphi method; Environmental health; Delphi; Medicine; Telecommunications; Computer science","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":[0.03440773,0.001704409,0.001552798,0.002159033,0.001314577,0.00117578,0.001350349,0.001455513,0.008470761],"category_scores_gemma":[0.0240947,0.001111392,0.001666167,0.002296101,0.001279064,0.001298231,0.002022116,0.0007557076,0.0009315441],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001944663,"about_ca_system_score_gemma":0.005739061,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002672519,"about_ca_topic_score_gemma":0.003422475,"domain_scores_codex":[0.9759487,0.01899513,0.001402871,0.001586217,0.001215051,0.0008519915],"domain_scores_gemma":[0.9891688,0.004879412,0.00182259,0.001266183,0.002357919,0.0005052523],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.03472405,0.0185887,0.586741,0.01830572,0.00337335,0.004443795,0.03620465,0.004103556,0.00761243,0.01555474,0.01028043,0.2600676],"study_design_scores_gemma":[0.01416286,0.114485,0.6965147,0.009303265,0.004485209,0.002413145,0.03661729,0.0136395,0.007056059,0.01766153,0.08327758,0.0003839176],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4715444,0.004185802,0.07296197,0.001441024,0.0005182322,0.4355741,0.003893312,0.0001084837,0.009772707],"genre_scores_gemma":[0.3738269,0.0009353738,0.06141798,0.00156336,0.0001843507,0.5589735,0.0009093616,0.00003799397,0.002151249],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03440773,"threshold_uncertainty_score":0.1819677,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03196383125866316,"score_gpt":0.3047895008426632,"score_spread":0.2728256695840001,"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."}}