{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001057636,0.0001794798,0.0001855134,0.0001034135,0.0005561243,0.00003026746,0.0004909353,0.0001443808,0.0001042047],"category_scores_gemma":[0.00004221818,0.0001721098,0.000196273,0.00001839576,0.0003508709,0.00006797049,0.0002778175,0.0004069785,0.00003079282],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003837683,"about_ca_system_score_gemma":0.0001535464,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004295033,"about_ca_topic_score_gemma":0.00000139008,"domain_scores_codex":[0.9986807,0.0002538963,0.0001574788,0.0003544227,0.0003652346,0.000188233],"domain_scores_gemma":[0.9991171,0.0001766855,0.0002029328,0.0003756245,0.00005536619,0.00007231228],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004483818,0.00005820479,0.000001144452,0.0001518672,0.00003226519,0.0001020942,0.0009221831,0.000009666682,0.06457352,0.2019624,0.691394,0.04034429],"study_design_scores_gemma":[0.000281888,0.00005870676,0.00001945564,0.00003229628,0.00004095098,0.00001462627,0.0002608671,0.0001150993,0.002412874,0.000003441152,0.9965724,0.0001874342],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001958205,0.0000280844,0.0000620311,0.00002474407,0.0003875798,0.000355364,0.0003110181,0.00008354698,0.9967895],"genre_scores_gemma":[0.003515778,0.0006033636,0.00000661044,0.000108434,0.00006444329,0.00000267341,0.00004106764,0.00002373907,0.9956339],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3051784,"threshold_uncertainty_score":0.7018436,"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."}}