{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.1743771,0.002747922,0.006292165,0.01573121,0.02379139,0.08412293,0.01089763,0.0580163,0.04815614],"category_scores_gemma":[0.513,0.002864664,0.00442982,0.01088382,0.02965028,0.05566381,0.01842533,0.05876904,0.06382559],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01131719,"about_ca_system_score_gemma":0.0665414,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007346536,"about_ca_topic_score_gemma":0.01526099,"domain_scores_codex":[0.82113,0.04089456,0.01812246,0.01074048,0.09899773,0.01011465],"domain_scores_gemma":[0.2837648,0.1706312,0.03355375,0.02810974,0.3259696,0.1579709],"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":[0.00002854971,0.00004575259,0.0001668597,0.0003910086,0.00003354864,0.0001918995,0.0004855082,0.00003084138,0.00006882394,0.003585526,0.9703956,0.02457612],"study_design_scores_gemma":[0.00004106477,0.00004500441,0.0001940161,0.001277229,0.00002042104,0.0003139428,0.001639449,0.00006490891,0.00005185922,0.01271874,0.9835486,0.00008465983],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.00009327254,0.0127348,0.0005090626,0.8372915,0.1463301,0.00002646071,0.00006366424,0.0001881916,0.002763011],"genre_scores_gemma":[0.00230426,0.02460204,0.003878602,0.6899968,0.2623143,0.0001506922,0.0002080022,0.0005375827,0.01600786],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1743771,"threshold_uncertainty_score":0.9222051,"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."}}