{"id":"W4244384696","doi":"10.1109/mitp.2015.80","title":"Masthead","year":2015,"lang":"en","type":"paratext","venue":"IT Professional","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Institute for Information Industry, Ministry of Science and Technology, Taiwan; Northwestern Polytechnical University; Politecnico di Torino; University of Washington; Portland State University; Lakehead University; Northwestern University; Johns Hopkins University; Tata Consultancy Services; North Dakota State University","keywords":"Computer science; Engineering","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0008008906,0.0005744398,0.0006433039,0.0002990835,0.0002414655,0.00007301769,0.0007847861,0.000989369,0.1195561],"category_scores_gemma":[0.0001599842,0.0004544637,0.000179466,0.0003083647,0.0002315006,0.0001569191,0.0004815139,0.001567869,0.8893815],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000513286,"about_ca_system_score_gemma":0.004466578,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000260671,"about_ca_topic_score_gemma":0.00001791413,"domain_scores_codex":[0.9960579,0.0004083822,0.0005176014,0.0007011573,0.001622419,0.0006925651],"domain_scores_gemma":[0.997822,0.0001381535,0.0004330463,0.0007191424,0.0005128539,0.000374804],"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":[0.0001496869,0.0001775267,0.00001015791,0.00008849842,0.00005978606,0.00002158407,0.0003424345,0.00001307523,0.0003333109,0.0001817711,0.9983173,0.0003048633],"study_design_scores_gemma":[0.0005003344,0.00003991705,0.0000505487,0.001292856,0.00002838248,0.00002633768,0.0001649011,0.0000167278,0.00006215025,0.0004268181,0.9968246,0.0005664774],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0006723425,0.002520774,0.00001101418,0.001704498,0.02551733,0.0006714481,0.003340853,0.0001474426,0.9654143],"genre_scores_gemma":[0.002001963,0.00001117808,0.0003381171,0.0009076754,0.003172148,0.0002084906,0.00348575,0.0003482686,0.9895264],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7698254,"threshold_uncertainty_score":0.9997907,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08333236011472675,"score_gpt":0.4042240463513405,"score_spread":0.3208916862366137,"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."}}