{"id":"W4251677217","doi":"10.1002/cjce.22975","title":"Issue Highlights","year":2018,"lang":"en","type":"article","venue":"The Canadian Journal of Chemical Engineering","topic":"Fluid Dynamics and Mixing","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Citation; Protocol (science); Computer science; Test (biology); Clinical trial; Set (abstract data type); Disease; Artificial intelligence; Data science; Medicine; World Wide Web; Pathology; Alternative medicine; Biology","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003159851,0.001131432,0.0007708134,0.001825879,0.0019472,0.007370747,0.002530433,0.006517027,0.2828409],"category_scores_gemma":[0.01374376,0.0004131061,0.001089363,0.001352774,0.0007491612,0.003330331,0.00210517,0.004936418,0.1311902],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003044299,"about_ca_system_score_gemma":0.007939459,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004840933,"about_ca_topic_score_gemma":0.009129441,"domain_scores_codex":[0.99718,0.0002212386,0.0001539028,0.0003237413,0.001674367,0.0004467486],"domain_scores_gemma":[0.9865788,0.0009558036,0.0005430391,0.0004642561,0.007647708,0.003810541],"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":[0.00001425531,0.000007720284,0.00003828821,0.00007815122,0.000001960671,0.00002852143,0.000005957978,0.000008213232,0.00004847552,0.0005687881,0.9885963,0.01060336],"study_design_scores_gemma":[0.000007525936,0.000008412812,0.0002081013,0.00007718267,0.00000278732,0.00005886073,0.0000174783,0.00001149535,0.00006672143,0.0003930732,0.999145,0.00000331244],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"other","genre_scores_codex":[0.0004752402,0.01150929,0.0006668572,0.2008398,0.6337438,0.0003033989,0.003712489,0.0005990259,0.1481502],"genre_scores_gemma":[0.005857987,0.01823398,0.000842327,0.1235122,0.4004571,0.0002398691,0.004558563,0.0005701079,0.4457279],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.7171591,"threshold_uncertainty_score":0.9461971,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003637347712903409,"score_gpt":0.1624345018066534,"score_spread":0.15879715409375,"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."}}