{"id":"W4243835386","doi":"10.36584/cjic.2020.010","title":"Keeping up with YOUR Scientific Journals and YOUR Challenges","year":2020,"lang":"en","type":"article","venue":"Canadian Journal of Infection Control","topic":"Biomedical and Engineering Education","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Data science; Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002163958,0.00008436516,0.0001506745,0.0002309397,0.00009390221,0.0001254564,0.00004904672,0.00005442847,0.00004907914],"category_scores_gemma":[0.00009324345,0.00007135455,0.00003469949,0.0001789222,0.00004612188,0.0001977141,0.000001408769,0.0002472264,0.00000567266],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000649735,"about_ca_system_score_gemma":0.0001821407,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001201052,"about_ca_topic_score_gemma":0.0007107772,"domain_scores_codex":[0.9994419,0.00001359607,0.0001920644,0.00006897512,0.0001069221,0.0001765328],"domain_scores_gemma":[0.9990193,0.00001750993,0.00005384472,0.00004455895,0.0001294058,0.0007353926],"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":[0.0001467281,0.00005861949,0.0682498,0.002382985,0.001906748,0.000407594,0.02740027,0.1336132,0.01933075,0.001353245,0.04326863,0.7018814],"study_design_scores_gemma":[0.006314234,0.001010805,0.2687728,0.0012394,0.000327744,0.001768999,0.00121845,0.09328917,0.001271177,0.0004005994,0.6233047,0.001081897],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.875339,0.03014919,0.06392482,0.02347848,0.005925354,0.0001806939,0.00001372638,0.000103424,0.0008852852],"genre_scores_gemma":[0.9987941,0.0003503381,0.00007005718,0.0001908633,0.0005669044,0.000001425772,4.607572e-7,0.00001406145,0.00001179648],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7007995,"threshold_uncertainty_score":0.2909754,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03207270885221995,"score_gpt":0.2181122958557907,"score_spread":0.1860395870035708,"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."}}