{"id":"W2136984445","doi":"10.1089/mdr.2007.702","title":"Obstacles to Developing a Multinational Report Card on Antimicrobial Resistance for Canada: An Evidence-Based Review","year":2007,"lang":"en","type":"review","venue":"Microbial Drug Resistance","topic":"Antibiotic Use and Resistance","field":"Immunology and Microbiology","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; Vancouver Coastal Health","funders":"","keywords":"Comparability; Multinational corporation; Control (management); Resistance (ecology); Quality (philosophy); Antibiotic resistance; Business; Report card; Sampling (signal processing); Environmental health; Medicine; Risk analysis (engineering); Computer science; Psychology; Biology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":["metaepi_narrow"],"category_scores_codex":[0.001884955,0.001280649,0.003362042,0.0004012296,0.0008406529,0.00008054708,0.001470383,0.0007370466,0.00006046225],"category_scores_gemma":[0.001554546,0.001158759,0.0008491686,0.0009417975,0.0002988414,0.0001728282,0.0001403725,0.0009029343,0.0001269432],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002182015,"about_ca_system_score_gemma":0.008711007,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005407443,"about_ca_topic_score_gemma":0.4002,"domain_scores_codex":[0.9929992,0.000681099,0.002429756,0.002152618,0.0003039121,0.001433399],"domain_scores_gemma":[0.9942765,0.001732054,0.001460864,0.001535577,0.0008202324,0.0001748018],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0009518588,0.0002254583,0.000003141381,0.1414138,0.0005286072,0.0005662803,0.00007469397,0.000004062769,0.001355433,0.000959882,0.8035449,0.05037197],"study_design_scores_gemma":[0.0004380746,0.0000291408,0.000007846335,0.2319407,0.0004622166,0.00004960999,0.000009758738,4.755643e-8,0.00172531,0.000004177902,0.7642481,0.001084978],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00004470568,0.988138,0.0009616129,0.002308131,0.002192265,0.00441292,0.0014863,0.0001407024,0.0003153645],"genre_scores_gemma":[0.00003708775,0.9473996,0.006229759,0.00481872,0.0003433897,0.0002120812,0.00248594,0.0002020188,0.03827136],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.3947925,"threshold_uncertainty_score":0.9999945,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06378107425534248,"score_gpt":0.3402527788171152,"score_spread":0.2764717045617728,"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."}}