{"id":"W4224316305","doi":"10.3390/sym14050857","title":"Perceptual Similarities among Wallpaper Group Exemplars","year":2022,"lang":"en","type":"article","venue":"Symmetry","topic":"Visual perception and processing mechanisms","field":"Neuroscience","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"Natural Sciences and Engineering Research Council of Canada; National Science Foundation","keywords":"Wallpaper; Homogeneous space; Group (periodic table); Similarity (geometry); Set (abstract data type); Perception; Mathematics; Pure mathematics; Computer science; Psychology; Communication; Artificial intelligence; Geometry; Image (mathematics); Physics","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0008106526,0.0003256186,0.0004032874,0.000596952,0.0003405047,0.0008056471,0.0002593194,0.0004927294,0.003011756],"category_scores_gemma":[0.006279813,0.0001409677,0.0003444886,0.0002829738,0.0005405484,0.0007289113,0.0009523034,0.000451222,0.0002271135],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001795055,"about_ca_system_score_gemma":0.00007274118,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003978029,"about_ca_topic_score_gemma":0.0006065556,"domain_scores_codex":[0.9994029,0.0001470953,0.00005960687,0.0001323913,0.0001985346,0.00005961346],"domain_scores_gemma":[0.9976482,0.001211551,0.000351421,0.0003614505,0.0001956857,0.0002317536],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.006733741,0.0009768831,0.3214108,0.0009150731,0.001087823,0.001019098,0.009276455,0.009403418,0.5249372,0.006299215,0.003324922,0.1146153],"study_design_scores_gemma":[0.0001378122,0.002884372,0.9319544,0.00008076776,0.0001901834,0.001587812,0.004963639,0.02381962,0.02572293,0.005044813,0.003495197,0.0001184685],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9970567,0.00003369509,0.001547157,0.0000135439,0.00001007736,0.00002986031,0.00006223684,0.00001631218,0.00123047],"genre_scores_gemma":[0.9966012,0.00002563567,0.002824877,0.000009952574,0.000004158785,0.00003023811,0.0002661128,0.00001039369,0.0002272648],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003011756,"threshold_uncertainty_score":0.01007533,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04319700003868594,"score_gpt":0.2840513584953668,"score_spread":0.2408543584566809,"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."}}