{"id":"W4389453707","doi":"10.1002/cjce.24981","title":"Issue Highlights","year":2023,"lang":"en","type":"article","venue":"The Canadian Journal of Chemical Engineering","topic":"Risk and Safety Analysis","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Citation; Library science; Sociology; Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001478541,0.00007089031,0.0001934377,0.0003737801,0.00008319005,0.0001266194,0.0007982778,0.00004855455,0.0002717859],"category_scores_gemma":[0.001769549,0.00004029642,0.0001648224,0.00122083,0.00004501505,0.0001063183,0.00001781428,0.0002191252,0.000432318],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006351446,"about_ca_system_score_gemma":0.000199239,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005049272,"about_ca_topic_score_gemma":0.0003205401,"domain_scores_codex":[0.9987056,0.00002185562,0.0004090742,0.00008049398,0.0005432534,0.0002397528],"domain_scores_gemma":[0.9985994,0.0004921544,0.00009839245,0.0002239546,0.0001703873,0.0004157385],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003586454,0.00001368843,0.001289724,0.00001594834,0.0004327168,0.001190777,0.005682418,0.4352087,0.07946841,0.01847208,0.394518,0.06367166],"study_design_scores_gemma":[0.0003941384,0.00003360074,0.002073826,0.00006156733,0.0000821517,0.0002324941,0.0002112608,0.0713138,0.05525098,0.02774325,0.8422468,0.000356107],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9317943,0.0005827833,0.0009815256,0.06349643,0.001426211,0.00005084616,0.000007838268,0.00003399921,0.001626049],"genre_scores_gemma":[0.9986439,0.000009616585,0.0001517879,0.00008933979,0.0003794273,3.547415e-7,4.333035e-7,0.000007278594,0.0007178962],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4477288,"threshold_uncertainty_score":0.5556718,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03257026030426242,"score_gpt":0.2793666210892308,"score_spread":0.2467963607849684,"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."}}