{"id":"W4289455316","doi":"10.12816/0047901","title":"Possibility of using polymer banknotes for Egyptian currency production","year":2018,"lang":"en","type":"article","venue":"DOAJ (DOAJ: Directory of Open Access Journals)","topic":"Currency Recognition and Detection","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Environmental science","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001273242,0.0002178608,0.0004520422,0.000688774,0.0003292229,0.0006215136,0.001801281,0.00008618647,0.001334976],"category_scores_gemma":[0.0005010991,0.0002027716,0.0002017382,0.001323368,0.0001932604,0.00367994,0.0004976284,0.0001810665,0.000008340108],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006959058,"about_ca_system_score_gemma":0.000198263,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004201293,"about_ca_topic_score_gemma":0.00004559911,"domain_scores_codex":[0.9976392,0.0001844004,0.0008274568,0.000575016,0.0004741732,0.0002997869],"domain_scores_gemma":[0.9971527,0.0001427399,0.0009122979,0.0006123936,0.001030039,0.0001497888],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0002480733,0.0005641304,0.1187678,0.0002403967,0.0001150264,0.000001396023,0.0006082071,0.00002403641,0.3922004,0.0003957315,0.005023462,0.4818113],"study_design_scores_gemma":[0.0005372746,0.00005479104,0.1659668,0.0004377168,0.00006303233,0.00002985387,0.00003564778,0.00515463,0.801719,0.02418123,0.001367831,0.0004522233],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8606637,0.004241397,0.1293593,0.0001553045,0.003885172,0.0006961912,0.00003187892,0.00006866481,0.0008984443],"genre_scores_gemma":[0.9953266,0.0003325221,0.003604632,0.00005170604,0.0005602497,0.00002230202,0.000004039741,0.00001746199,0.00008053442],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4813591,"threshold_uncertainty_score":0.9995779,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4184625881990804,"score_gpt":0.5907550724327945,"score_spread":0.172292484233714,"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."}}