{"id":"W4394628806","doi":"10.1109/icsos59710.2023.10491234","title":"ICSOS 2023 Welcome","year":2023,"lang":"en","type":"article","venue":"","topic":"Optical Wireless Communication Technologies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer 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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00004228254,0.0000458487,0.00005354788,0.00007979316,0.00002067904,0.00001306131,0.0002393499,0.00004846892,0.0002236513],"category_scores_gemma":[0.00003417131,0.00004269775,0.00001724265,0.00041007,0.00002417225,0.00004025188,0.00009618586,0.00009402603,0.005805727],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001342537,"about_ca_system_score_gemma":0.000001453601,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001937268,"about_ca_topic_score_gemma":0.000004016136,"domain_scores_codex":[0.9996977,0.00000288106,0.00007548679,0.00004670116,0.00005306448,0.0001241596],"domain_scores_gemma":[0.9995637,0.00005831513,0.000002998566,0.0003481452,0.000008318165,0.00001852744],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000001607203,0.00002631586,0.001226279,0.00008686259,0.00007734625,0.00001428889,0.00009991712,0.01967535,0.0143679,0.4046889,0.2994764,0.2602589],"study_design_scores_gemma":[0.0003099675,0.00002987642,0.0179943,0.0000236095,0.000004604718,0.000002875856,0.0006810233,0.6024262,0.05927592,0.02260886,0.296076,0.0005667582],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.252321,0.0005097664,0.006143427,0.005394414,0.0006392808,0.0002051095,0.000007516108,0.04298183,0.6917976],"genre_scores_gemma":[0.9950572,0.0004595983,0.001859838,0.0000174456,0.00001053352,0.00002028055,0.000004558709,0.00001396972,0.002556561],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7427362,"threshold_uncertainty_score":0.9949684,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02065364796101326,"score_gpt":0.2359701792330687,"score_spread":0.2153165312720554,"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."}}