{"id":"W4388408461","doi":"10.1109/mspec.2023.10309284","title":"Masthead","year":2023,"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","research_integrity","insufficient_payload"],"category_scores_codex":[0.001052279,0.002241782,0.002329117,0.001822819,0.0005388039,0.0006204452,0.002347631,0.001800717,0.06203169],"category_scores_gemma":[0.0001362873,0.002506409,0.001192464,0.00358011,0.000627908,0.0002481262,0.0003765261,0.003363718,0.9927586],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002078015,"about_ca_system_score_gemma":0.001400709,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001256643,"about_ca_topic_score_gemma":0.001625327,"domain_scores_codex":[0.9892734,0.0005806176,0.001563764,0.00280865,0.002014299,0.003759243],"domain_scores_gemma":[0.9942319,0.0004241787,0.001103295,0.003263694,0.0001340707,0.0008428671],"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":[0.0002286767,0.0002375302,0.00002643918,0.0003790956,0.0007626992,0.000963894,0.0004563111,0.0007139586,0.004789509,0.0008293997,0.9903932,0.0002192972],"study_design_scores_gemma":[0.001097608,0.0005371647,0.0007626833,0.001454258,0.0004475362,0.0001807085,0.0001847017,0.0005909175,0.01093019,0.002296227,0.9784818,0.003036258],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01000023,0.003318925,0.0001179309,0.003808124,0.08748744,0.00233097,0.01219229,0.002439418,0.8783047],"genre_scores_gemma":[0.05864424,0.001423249,0.0000675683,0.0002286956,0.01371249,0.0001015028,0.0008868343,0.003115827,0.9218196],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9307269,"threshold_uncertainty_score":0.9994951,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03700808022000364,"score_gpt":0.2969142338638645,"score_spread":0.2599061536438609,"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."}}