{"id":"W4213433489","doi":"10.1017/9781108919616","title":"The Expertise of Perception","year":2022,"lang":"en","type":"book","venue":"Cambridge University Press eBooks","topic":"Face Recognition and Perception","field":"Neuroscience","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; University of Victoria","funders":"","keywords":"Perception; Domain (mathematical analysis); Tracing; Object (grammar); Computer science; Cognition; Psychology; Cognitive science; Artificial intelligence; Cognitive psychology","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":[0.0007952765,0.0005157846,0.0003488781,0.000953143,0.0007872926,0.005186396,0.000574313,0.001397022,0.01015283],"category_scores_gemma":[0.002293486,0.0002434219,0.0003363522,0.0006294802,0.009822901,0.007679227,0.001799404,0.002917483,0.003514654],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001922197,"about_ca_system_score_gemma":0.00122599,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002069216,"about_ca_topic_score_gemma":0.001488754,"domain_scores_codex":[0.9994435,0.0001514108,0.00001615574,0.0001389689,0.0001954649,0.00005446959],"domain_scores_gemma":[0.9991739,0.0004799163,0.00003548578,0.0001230062,0.0001096378,0.00007807098],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00002614156,0.00001548736,0.0003927315,0.0003012262,0.00001791121,0.0001054564,0.003697316,0.0005376357,0.001871392,0.7799042,0.0540751,0.1590554],"study_design_scores_gemma":[0.000005311146,0.00002641421,0.001238094,0.0003162131,0.000008409318,0.0004782455,0.0008607829,0.0007229596,0.0006292987,0.4705007,0.5251942,0.00001934937],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.006744128,0.09677663,0.0362373,0.03414344,0.002174683,0.00002700777,0.0001709668,0.0003031488,0.8234226],"genre_scores_gemma":[0.4297539,0.1199636,0.02660496,0.01822055,0.005160647,0.0001197232,0.0003082182,0.0004724049,0.399396],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.01015283,"threshold_uncertainty_score":0.03396463,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0443561638576498,"score_gpt":0.2308767371861039,"score_spread":0.1865205733284541,"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."}}