{"id":"W4304165749","doi":"10.1002/cjce.24181","title":"Issue Highlights","year":2022,"lang":"en","type":"article","venue":"The Canadian Journal of Chemical Engineering","topic":"Hydrocarbon exploration and reservoir analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Citation; Computer science; Library science; Information retrieval","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":[0.003166872,0.001156885,0.0008433873,0.00191156,0.002067468,0.007804043,0.002625341,0.006530316,0.2964636],"category_scores_gemma":[0.013399,0.0004404398,0.001145949,0.001408626,0.0008041323,0.003255174,0.002047523,0.004999423,0.1392717],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003188275,"about_ca_system_score_gemma":0.008769649,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005890443,"about_ca_topic_score_gemma":0.01090452,"domain_scores_codex":[0.9970785,0.0002205305,0.0001519597,0.0003250101,0.001774,0.0004499895],"domain_scores_gemma":[0.9861114,0.0009371103,0.0005338646,0.0004551477,0.008119501,0.003842985],"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":[0.00001269954,0.000007195028,0.00003142599,0.00007610361,0.000001764479,0.00002430113,0.00000507925,0.000007989654,0.0000426385,0.0004728347,0.9899428,0.00937524],"study_design_scores_gemma":[0.000007815091,0.000007942143,0.0001980738,0.00007765771,0.000002563514,0.000052426,0.00001646256,0.00001148143,0.00005893149,0.0003594023,0.9992039,0.000003386619],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"other","genre_scores_codex":[0.0004005571,0.01096808,0.0006424479,0.1834712,0.6527726,0.0003269433,0.003736454,0.0006184022,0.1470632],"genre_scores_gemma":[0.004993021,0.01832371,0.0008369135,0.1217551,0.4166639,0.0002429343,0.004474641,0.0005729423,0.4321368],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.7035364,"threshold_uncertainty_score":0.9917695,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006047711205245219,"score_gpt":0.1738538663481294,"score_spread":0.1678061551428842,"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."}}