{"id":"W4389576407","doi":"10.1109/acsos-c58168.2023.00006","title":"Message from the Program Chairs ACSOS 2023","year":2023,"lang":"en","type":"article","venue":"","topic":"Cognitive Computing and Networks","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science; Library science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002241957,0.0007440711,0.0005884167,0.0005045006,0.002403502,0.003688759,0.0008403755,0.005849276,0.09568983],"category_scores_gemma":[0.00618207,0.0003735808,0.0006950778,0.0004979769,0.0004773913,0.001568815,0.001799628,0.008730445,0.07017916],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001659098,"about_ca_system_score_gemma":0.007751696,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008097938,"about_ca_topic_score_gemma":0.0179199,"domain_scores_codex":[0.9985954,0.0001488032,0.00004355564,0.0001833579,0.0007731422,0.0002557218],"domain_scores_gemma":[0.9943267,0.0003245666,0.0001693049,0.00009979021,0.002707979,0.002371722],"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":[0.00001560377,0.000006745241,0.00003685438,0.00001270556,7.886975e-7,0.00001024193,0.000003668965,0.000008203014,0.0000443906,0.000210469,0.9977645,0.00188577],"study_design_scores_gemma":[0.00001277029,0.00002030692,0.0002649296,0.0000239126,0.000002658853,0.00001972935,0.00004382026,0.00005836477,0.0001074706,0.0002301922,0.9992093,0.000006539971],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"editorial","genre_scores_codex":[0.0009187841,0.002616166,0.001279675,0.5253943,0.4018835,0.0002576986,0.001989096,0.0006787228,0.06498199],"genre_scores_gemma":[0.006562132,0.002080159,0.001258244,0.2922212,0.04777211,0.0003214442,0.001896147,0.0005099252,0.6473787],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.09568983,"threshold_uncertainty_score":0.3201144,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.027079286755,"score_gpt":0.2741096681142448,"score_spread":0.2470303813592448,"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."}}