{"id":"W4313412964","doi":"10.1109/contie56301.2022.10004416","title":"General Chairs Message","year":2022,"lang":"en","type":"article","venue":"","topic":"Assistive Technology in Communication and Mobility","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Work (physics); Face (sociological concept); Library science; Political science; Process (computing); Quality (philosophy); Public relations; Economic growth; Sociology; Engineering; Computer science; Social 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":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006042327,0.00004580316,0.00008173116,0.00004138959,0.001653463,6.581939e-7,0.0003153404,0.00004795104,0.02649824],"category_scores_gemma":[0.00005527594,0.00004133377,0.000027074,0.0001299237,0.00005745312,0.00001763684,0.0007906291,0.0007016665,0.0002417336],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001545535,"about_ca_system_score_gemma":0.00008957479,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001107317,"about_ca_topic_score_gemma":0.00006475064,"domain_scores_codex":[0.9989122,0.0005220831,0.0001756356,0.000119861,0.00009450533,0.0001757346],"domain_scores_gemma":[0.9991722,0.0001463132,0.00006156976,0.0005572436,0.00003178026,0.00003091259],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003168523,0.0001773188,0.2922198,0.0000136065,0.0000218961,0.000002625852,0.000788324,0.000009881654,0.0005805622,0.3762763,0.3227563,0.007121753],"study_design_scores_gemma":[0.00033472,0.00003099583,0.1137494,0.000001277493,0.000003253657,8.53147e-7,0.004817256,0.0002366739,0.00002502559,0.002038781,0.8786905,0.00007127335],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2688319,0.0000862973,0.001457872,0.01566125,0.0004820527,0.0004677273,0.00001908454,0.0006968092,0.712297],"genre_scores_gemma":[0.9248782,0.000008657921,0.001289677,0.004159143,0.00002287792,0.0006406559,0.00001597343,0.00000656785,0.06897822],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6560463,"threshold_uncertainty_score":0.9996462,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09009046287802525,"score_gpt":0.4479814688427076,"score_spread":0.3578910059646824,"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."}}