{"id":"W4308401421","doi":"10.1109/mspec.2022.9941053","title":"Masthead","year":2022,"lang":"lv","type":"paratext","venue":"IEEE Spectrum","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Canadian Standards Association","funders":"","keywords":"Engineering","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","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","insufficient_payload"],"category_scores_codex":[0.001115512,0.002140626,0.002206472,0.001502469,0.001142083,0.0004743148,0.002995588,0.000930995,0.6603703],"category_scores_gemma":[0.00006586222,0.002571681,0.001248398,0.002571655,0.000523585,0.0002565143,0.0007168542,0.005242636,0.9203165],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00456122,"about_ca_system_score_gemma":0.001897666,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001056875,"about_ca_topic_score_gemma":0.0003969329,"domain_scores_codex":[0.988615,0.001150597,0.001497187,0.00284436,0.002620377,0.003272473],"domain_scores_gemma":[0.9940977,0.0002783943,0.001341444,0.003471688,0.00007833152,0.0007324046],"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":[0.0004501813,0.0006013781,0.00004631017,0.0002409493,0.0007167311,0.0009119646,0.0006391679,0.001710586,0.004111063,0.001393395,0.9889044,0.0002739246],"study_design_scores_gemma":[0.001060957,0.0008537829,0.0001905878,0.0002271084,0.0003904449,0.0004297518,0.0002726773,0.0002691007,0.004546123,0.0008766773,0.9882952,0.002587595],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.007909652,0.008146162,0.00005897642,0.002266858,0.05503761,0.002029782,0.0141762,0.0006580715,0.9097167],"genre_scores_gemma":[0.1033705,0.001042882,0.00008980629,0.0005531175,0.00843369,0.0002287115,0.001480641,0.002143017,0.8826576],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2599461,"threshold_uncertainty_score":0.9992601,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02346748400050751,"score_gpt":0.2744532022292995,"score_spread":0.250985718228792,"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."}}