{"id":"W2241993199","doi":"10.3968/7694","title":"Visual Design and Research for Presentation Based on Physiological Study of Audience Cognition","year":2015,"lang":"en","type":"article","venue":"Cross-cultural communication","topic":"Digital Media and Visual Art","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Presentation (obstetrics); Cognition; Quality (philosophy); Multimedia; Orientation (vector space); Field (mathematics); Psychology; Computer science; Medicine; Neuroscience","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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":[0.003156304,0.0006664209,0.0003800488,0.001284909,0.0006294685,0.005010508,0.0007897768,0.001399245,0.008229806],"category_scores_gemma":[0.01001456,0.0002349158,0.000686434,0.0009411339,0.002690479,0.004469296,0.001320611,0.001005825,0.0008503372],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001025406,"about_ca_system_score_gemma":0.0007980973,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004758904,"about_ca_topic_score_gemma":0.0003134816,"domain_scores_codex":[0.9983728,0.00082492,0.00009007777,0.0003110881,0.0003107391,0.00009027306],"domain_scores_gemma":[0.997042,0.001760473,0.0002532397,0.0002571506,0.0005144693,0.0001726273],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0007322332,0.0005038496,0.01290513,0.007843017,0.0002808676,0.0006727552,0.02821272,0.004012927,0.1306595,0.319872,0.01008388,0.4842212],"study_design_scores_gemma":[0.0004082868,0.003778672,0.09166545,0.003957359,0.0007723163,0.004269881,0.02511039,0.02235246,0.05336187,0.5177624,0.2760254,0.000535533],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2573189,0.05420496,0.4490854,0.0118889,0.002851135,0.001100367,0.0005569152,0.0008192816,0.222174],"genre_scores_gemma":[0.8952925,0.01186491,0.0759489,0.001435708,0.0008457615,0.0006753643,0.0001438451,0.0002062841,0.0135867],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.008229806,"threshold_uncertainty_score":0.02753139,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3306155512683641,"score_gpt":0.5085701536115546,"score_spread":0.1779546023431904,"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."}}