{"id":"W4321452882","doi":"10.1515/cppm-2023-frontmatter1","title":"Frontmatter","year":2023,"lang":"en","type":"article","venue":"Chemical Product and Process Modeling","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Computer science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0003149411,0.00185455,0.001038936,0.002187191,0.0008627669,0.003486483,0.001439297,0.002055175,0.9129254],"category_scores_gemma":[0.0008129102,0.0007109877,0.0007851487,0.001203595,0.0004043323,0.002544497,0.002233485,0.001149793,0.8995647],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004632037,"about_ca_system_score_gemma":0.0005456559,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00109304,"about_ca_topic_score_gemma":0.001738327,"domain_scores_codex":[0.9997035,0.00002216128,0.000008850019,0.00009445379,0.0001303079,0.0000408038],"domain_scores_gemma":[0.9996428,0.00006193228,0.00002313925,0.0001084271,0.00007145568,0.00009215518],"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":[0.000114457,0.0001425868,0.0003281462,0.0003043827,0.00002196889,0.0001412659,0.00005634854,0.001120025,0.006892643,0.009950658,0.5634017,0.4175258],"study_design_scores_gemma":[0.00002738813,0.00004416733,0.0004362153,0.00008982859,0.00001322099,0.0001518241,0.00002413755,0.00220818,0.002870435,0.003643899,0.9904734,0.00001744227],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0008880665,0.0003101469,0.007719954,0.0002492999,0.0005338449,0.00007112354,0.003188648,0.008439576,0.9785993],"genre_scores_gemma":[0.002500798,0.0002143121,0.001421012,0.0001582945,0.0000671507,0.00003090876,0.002041686,0.001119971,0.9924459],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.08707464,"threshold_uncertainty_score":0.1242013,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04250568249998034,"score_gpt":0.2942232162857051,"score_spread":0.2517175337857248,"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."}}