{"id":"W4388304607","doi":"10.1002/cjce.24465","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":true,"ca_institutions":"","funders":"","keywords":"Medicine","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":["insufficient_payload"],"category_scores_codex":[0.002041289,0.001503874,0.001009722,0.002874665,0.002634018,0.0102641,0.003229146,0.004437532,0.6438435],"category_scores_gemma":[0.008644276,0.0006219456,0.00128853,0.002200433,0.0008464351,0.004061569,0.002610432,0.003871045,0.4649983],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003397702,"about_ca_system_score_gemma":0.008466373,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006403718,"about_ca_topic_score_gemma":0.00993633,"domain_scores_codex":[0.9971391,0.0001780106,0.0001418303,0.0003113298,0.001817534,0.0004123345],"domain_scores_gemma":[0.992394,0.0004128878,0.0003120492,0.0004409762,0.004484574,0.001955526],"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":[0.00001254078,0.00001252965,0.00003879071,0.000104117,0.000002523932,0.00003843748,0.000009663057,0.00001163205,0.00009768318,0.0009551791,0.9755854,0.02313156],"study_design_scores_gemma":[0.000003495393,0.000005219214,0.00009757598,0.00005468294,0.000001671591,0.00005958384,0.00001665601,0.00001243979,0.00005704925,0.0003468543,0.9993417,0.000003107187],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0006427652,0.01302459,0.001583901,0.05091536,0.2793755,0.0006682585,0.005877964,0.001763981,0.6461477],"genre_scores_gemma":[0.003966154,0.01489146,0.001154512,0.01649185,0.06087403,0.000208626,0.004856423,0.0008937698,0.8966633],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3561565,"threshold_uncertainty_score":0.5080141,"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."}}