{"id":"W3036597989","doi":"","title":"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; History","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","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0007775641,0.0003030584,0.0003626378,0.0002700666,0.0001389687,0.0001600488,0.0005521915,0.0001116396,0.0009821275],"category_scores_gemma":[0.0000809202,0.0002631202,0.0001223368,0.0004938385,0.00008389585,0.0002106254,0.0002076702,0.0002908464,0.001544743],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009183571,"about_ca_system_score_gemma":0.000106207,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001201548,"about_ca_topic_score_gemma":0.00003328024,"domain_scores_codex":[0.9973427,0.000170851,0.0005635889,0.0006416914,0.0007880505,0.0004930853],"domain_scores_gemma":[0.9981909,0.0001210976,0.0002938982,0.0006411843,0.0003875936,0.0003653472],"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":[0.0001530305,0.0003344154,0.0002697135,0.00006248617,0.0000311216,0.00001506335,0.0009531816,0.0001341382,0.0002604789,0.0001230461,0.9971562,0.0005071175],"study_design_scores_gemma":[0.002023468,0.001694887,0.005098653,0.0002319468,0.00002684405,0.0001478726,0.0002791846,0.002367038,0.001076693,0.0001423441,0.9863673,0.0005437182],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.00189344,0.0001558968,0.04673333,0.9478809,0.0008341845,0.0005865375,0.00001653737,0.0004309619,0.00146824],"genre_scores_gemma":[0.9866703,0.00001607908,0.01229655,0.0005266878,0.0002150635,0.00005480487,0.00002495009,0.00002614122,0.000169481],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9847768,"threshold_uncertainty_score":0.9999821,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02742236683563255,"score_gpt":0.2718720829746368,"score_spread":0.2444497161390043,"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."}}