{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002732297,0.0001495205,0.0001406196,0.0001476874,0.001075675,0.00009283508,0.0003602176,0.00005334598,0.008207569],"category_scores_gemma":[0.0001254909,0.0001538886,0.00008670585,0.0004067177,0.00013217,0.0002337683,0.0002746467,0.0004119414,0.0001952751],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009850159,"about_ca_system_score_gemma":0.00002607944,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003084768,"about_ca_topic_score_gemma":0.000005226393,"domain_scores_codex":[0.9982871,0.0002354338,0.00018161,0.0004263107,0.0005392027,0.0003303796],"domain_scores_gemma":[0.9995259,0.00008622758,0.00005501533,0.0002187675,0.00001276294,0.0001013128],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00009843843,0.0005195063,0.002946615,0.00007364292,0.000009221741,0.0001242953,0.0080601,0.0000813834,0.8924684,0.05192639,0.01763327,0.02605877],"study_design_scores_gemma":[0.006350266,0.004296189,0.07700505,0.0001311778,0.0001614369,0.001083641,0.06690753,0.009015384,0.2546096,0.07587551,0.4988027,0.005761497],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9790229,0.00003056257,0.0003209909,0.0005084972,0.0009088597,0.0001333083,0.00003935952,0.0002916696,0.01874384],"genre_scores_gemma":[0.9865346,0.0000120548,0.0001724272,0.007704864,0.00009433772,0.00003232852,0.00001079687,0.00003327137,0.005405337],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6378588,"threshold_uncertainty_score":0.9926991,"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."}}