{"id":"W7086603831","doi":"","title":"Challenges and Opportunities for Process Systems Engineering in a Changed World","year":2022,"lang":"en","type":"article","venue":"Technical University of Denmark, DTU Orbit (Technical University of Denmark, DTU)","topic":"Viral-associated cancers and disorders","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Process (computing); Process systems; Work (physics); Context (archaeology); Work in process; Process control","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0007937253,0.0003334845,0.001071239,0.0008917633,0.0002678233,0.000008785433,0.0006434443,0.0003315949,0.000298544],"category_scores_gemma":[0.0001311782,0.0004426073,0.0003193211,0.0007146664,0.0004498077,0.0002281813,0.0005879689,0.0007655491,0.000002605885],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006460961,"about_ca_system_score_gemma":0.0002954893,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003010417,"about_ca_topic_score_gemma":0.001109938,"domain_scores_codex":[0.9976398,0.0001268355,0.0003859217,0.0006537507,0.0006406736,0.0005530358],"domain_scores_gemma":[0.9983005,0.0003344855,0.0003714126,0.0004585456,0.0002363877,0.0002986809],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.1213052,0.03158799,0.0457013,0.05012596,0.008549908,0.01814516,0.02582999,0.01112951,0.07124087,0.2373235,0.1491331,0.2299275],"study_design_scores_gemma":[0.1132965,0.0213207,0.1927706,0.008366653,0.005684292,0.001277455,0.2272658,0.02309319,0.001019881,0.003205559,0.3947811,0.00791833],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9128242,0.01522845,0.002228353,0.01246932,0.0002968552,0.005311711,0.0004656998,0.0006797111,0.05049567],"genre_scores_gemma":[0.9932474,0.003577238,0.0007664331,0.0000660209,0.00002207464,0.000004119446,0.00003139974,0.00003706453,0.002248241],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2456479,"threshold_uncertainty_score":0.9998026,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04822664717063493,"score_gpt":0.238326327380833,"score_spread":0.190099680210198,"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."}}