{"id":"W2224332850","doi":"10.1155/2015/707348","title":"When It Comes to Stewardship, It’S Time to Get with the Programmers","year":2015,"lang":"en","type":"article","venue":"Canadian Journal of Infectious Diseases and Medical Microbiology","topic":"Antibiotic Use and Resistance","field":"Immunology and Microbiology","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Sherbrooke; Royal Inland Hospital","funders":"","keywords":"Stewardship (theology); Computer science; Data science; World Wide Web; Political science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02335748,0.001536393,0.001827038,0.002041531,0.009940068,0.01967794,0.003419816,0.01423291,0.04753905],"category_scores_gemma":[0.09856988,0.0008595302,0.00153624,0.001814708,0.01240415,0.02472621,0.01058493,0.03567652,0.01793975],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004450851,"about_ca_system_score_gemma":0.02036947,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005830951,"about_ca_topic_score_gemma":0.0101445,"domain_scores_codex":[0.9764135,0.008821808,0.001144107,0.001828222,0.008568025,0.0032243],"domain_scores_gemma":[0.8676724,0.04138552,0.006170019,0.008231385,0.02340609,0.05313463],"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":[0.0001117698,0.0002215805,0.001901634,0.000754077,0.0001072323,0.0003767557,0.002629762,0.0001653807,0.0004792026,0.01708154,0.8266716,0.1494994],"study_design_scores_gemma":[0.00005562713,0.0002568495,0.001908845,0.002080664,0.00005204414,0.0008027678,0.004910104,0.0001651302,0.0003658005,0.03597834,0.9533401,0.00008381857],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0009599245,0.01172608,0.004700265,0.9463605,0.02332741,0.00004890689,0.0000424307,0.0003670529,0.01246742],"genre_scores_gemma":[0.03435374,0.03063936,0.02197038,0.8562263,0.02761211,0.0001996065,0.00009986078,0.0008515693,0.02804714],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.04753905,"threshold_uncertainty_score":0.159034,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006631097321223879,"score_gpt":0.2162179229930536,"score_spread":0.2095868256718297,"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."}}