{"id":"W4244182595","doi":"10.32920/ryerson.14655174","title":"Multimodal Integration and Expertise","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Multisensory perception and integration","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Modality (human–computer interaction); Dominance (genetics); Stimulus modality; Perception; Cognitive psychology; Task (project management); Psychology; Training (meteorology); Modalities; Sensory system; Computer science; Artificial intelligence; Neuroscience","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001049159,0.0002015675,0.0003039278,0.000945929,0.0004396987,0.002244661,0.0003361198,0.0004756838,0.009109939],"category_scores_gemma":[0.0079011,0.0001185564,0.0001482167,0.0006713712,0.00188718,0.002149158,0.002915254,0.0006218742,0.0004298032],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005791674,"about_ca_system_score_gemma":0.0004574166,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007482654,"about_ca_topic_score_gemma":0.0008618141,"domain_scores_codex":[0.9986457,0.000326213,0.00005386461,0.0003901517,0.0003707917,0.0002132377],"domain_scores_gemma":[0.9955016,0.002359252,0.000616571,0.000442555,0.0003860361,0.000693951],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000493498,0.000378569,0.10662,0.001234926,0.0002756436,0.001777256,0.02037149,0.00247803,0.08041591,0.1862872,0.004734345,0.5949332],"study_design_scores_gemma":[0.00005711665,0.0005088063,0.5941301,0.0003537674,0.0001008949,0.004457529,0.009367279,0.004663647,0.009022231,0.343594,0.0336376,0.0001071369],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8070543,0.004378297,0.02793379,0.001716281,0.00007269492,0.00003682615,0.0001074456,0.000105485,0.1585948],"genre_scores_gemma":[0.9958159,0.0003833674,0.002183788,0.00008472925,0.00002614026,0.000008273923,0.00002132218,0.00001413204,0.001462273],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009109939,"threshold_uncertainty_score":0.0304758,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0735865626266171,"score_gpt":0.3796685950321628,"score_spread":0.3060820324055457,"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."}}