{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001851001,0.001293148,0.0006257431,0.001336106,0.001768735,0.005839147,0.0008590439,0.004064882,0.5866791],"category_scores_gemma":[0.004553029,0.0003933162,0.0006235054,0.0006403469,0.0005069569,0.001641985,0.002819332,0.003505845,0.4834421],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001015974,"about_ca_system_score_gemma":0.003017322,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001489574,"about_ca_topic_score_gemma":0.005890563,"domain_scores_codex":[0.998847,0.0001047957,0.00003879735,0.0001520147,0.0006346039,0.00022268],"domain_scores_gemma":[0.9945202,0.0002382133,0.0001559552,0.0001555975,0.001423203,0.003506934],"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":[0.00006000995,0.00001629062,0.00007601952,0.00005025063,0.000001625976,0.0001067135,0.00001099892,0.00002566003,0.0003346676,0.001094055,0.9796988,0.01852502],"study_design_scores_gemma":[0.000009137999,0.00001756333,0.0001265553,0.00002259788,8.615115e-7,0.00004746008,0.00002679772,0.0000226057,0.00006384363,0.0001660752,0.999494,0.000002552425],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"editorial","genre_scores_codex":[0.001557004,0.004256819,0.00192562,0.05904842,0.2239726,0.0006134442,0.002915143,0.002436158,0.7032748],"genre_scores_gemma":[0.002474077,0.0008681976,0.0005106705,0.007922044,0.01126169,0.0001052688,0.0009774461,0.000466757,0.9754139],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.5866791,"threshold_uncertainty_score":0.589552,"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."}}