{"id":"W3036192158","doi":"","title":"Abstract for Australian Banknotes: Assisting People with Vision Impairment | Bulletin – March Quarter 2015","year":2015,"lang":"en","type":"article","venue":"Philadelphia Museum of Art Bulletin","topic":"Currency Recognition and Detection","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Quarter (Canadian coin); Optometry; Medicine; Advertising; Gerontology; Geography; Business","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0008536086,0.0002878242,0.0003518366,0.0002298987,0.0001465345,0.0001551873,0.0004808445,0.000113494,0.0005863701],"category_scores_gemma":[0.00010301,0.0002517655,0.0001500862,0.0003084372,0.00006541164,0.0001994272,0.0001193106,0.0002219388,0.0005906307],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008289312,"about_ca_system_score_gemma":0.0001067613,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007911907,"about_ca_topic_score_gemma":0.00003086172,"domain_scores_codex":[0.9976579,0.00007117076,0.0005755192,0.0006117336,0.0005975306,0.0004861308],"domain_scores_gemma":[0.9981875,0.0002038655,0.0003250211,0.0005276767,0.0004440141,0.0003119504],"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":[0.0002557697,0.0003363787,0.0001044684,0.0001216183,0.00003299416,0.000005778572,0.0006322387,0.0001479825,0.0004108899,0.0001031386,0.9971328,0.0007159042],"study_design_scores_gemma":[0.002459004,0.001629844,0.006923271,0.0002342183,0.00002643292,0.00006168876,0.0002278505,0.00202545,0.001312207,0.000197034,0.9844074,0.0004956344],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.001799495,0.0001212421,0.07005002,0.924896,0.0008684174,0.001063116,0.00004304044,0.0003616761,0.0007969655],"genre_scores_gemma":[0.980227,0.00001057967,0.0188219,0.0003869666,0.0002470913,0.0001249958,0.00004156459,0.00002831324,0.0001115893],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9784275,"threshold_uncertainty_score":0.9999934,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03570644211503835,"score_gpt":0.2887366106419881,"score_spread":0.2530301685269498,"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."}}