{"id":"W7052405405","doi":"","title":"On the Role of Dialogue Context in Predicting Speaking Style","year":2023,"lang":"en","type":"article","venue":"Virtual Community of Pathological Anatomy (University of Castilla La Mancha)","topic":"Plasma Diagnostics and Applications","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Instituto de Ciencias del Mar y Limnología, Universidad Nacional Autónoma de México; Institute for Catastrophic Loss Reduction","keywords":"Context (archaeology); Style (visual arts); Action (physics)","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002343928,0.0006540527,0.0003798413,0.001462542,0.0005527723,0.00276145,0.0003113606,0.0006346073,0.003777175],"category_scores_gemma":[0.02318144,0.0002506796,0.0004577503,0.0005761596,0.0003730472,0.00146729,0.0007951122,0.0006933223,0.001083225],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003294472,"about_ca_system_score_gemma":0.0002545357,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002574497,"about_ca_topic_score_gemma":0.002970965,"domain_scores_codex":[0.9985198,0.000725009,0.0001098204,0.0003258231,0.0001978538,0.0001215859],"domain_scores_gemma":[0.9834782,0.01286769,0.001325338,0.0003832762,0.0009496786,0.0009957958],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00138828,0.0001411017,0.9577599,0.00009147797,0.0002187607,0.0003453691,0.002570918,0.001106765,0.00473433,0.0001844098,0.0003777528,0.03108092],"study_design_scores_gemma":[0.00002700784,0.0003756054,0.9836866,0.00006546929,0.0001396002,0.0004384046,0.001544877,0.01175523,0.0006325078,0.0005863008,0.0006956481,0.00005276584],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9909601,0.0006616667,0.00186114,0.0001313372,0.00004183921,0.00005739016,0.0004856179,0.00008110989,0.00571986],"genre_scores_gemma":[0.9986472,0.0001137694,0.0006409041,0.00002669709,0.00002207908,0.00001911669,0.0001985172,0.00001741247,0.0003144596],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003777175,"threshold_uncertainty_score":0.01263589,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01679659924985373,"score_gpt":0.2035308510519049,"score_spread":0.1867342518020512,"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."}}