{"id":"W2911426196","doi":"10.34989/sdp-2018-17","title":"2017 Methods-of-Payment Survey Report","year":2021,"lang":"en","type":"preprint","venue":"Econstor (Econstor)","topic":"Financial Literacy, Pension, Retirement Analysis","field":"Business, Management and Accounting","cited_by":32,"is_retracted":false,"has_abstract":true,"ca_institutions":"Bank of Canada","funders":"","keywords":"Payment; Cash; Business; Mobile payment; Actuarial science; Value (mathematics); Finance; Statistics; Mathematics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.005868703,0.0009983436,0.002229326,0.001136549,0.0003377742,0.0006848091,0.001172725,0.0006833797,0.005800592],"category_scores_gemma":[0.002573942,0.001082923,0.001178206,0.0008202862,0.0004044204,0.0009768648,0.002622125,0.0009870667,0.0004659373],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003420766,"about_ca_system_score_gemma":0.0008215326,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007784543,"about_ca_topic_score_gemma":0.003321668,"domain_scores_codex":[0.9935623,0.0003246566,0.002575158,0.001927426,0.0008178228,0.0007926499],"domain_scores_gemma":[0.9915202,0.0004506585,0.003763686,0.00262523,0.001563141,0.00007711935],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003759496,0.0002202082,0.975178,0.0005778746,0.0002528914,0.0003593391,0.0000667357,0.00007754382,0.0002029459,0.0006373673,0.02177607,0.0006134038],"study_design_scores_gemma":[0.0005213671,0.00001183507,0.946908,0.0006427601,0.0007660603,0.00004836806,0.00009895286,0.00105305,0.0003436972,0.0005257714,0.04770475,0.001375414],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9629784,0.002358671,0.0006915249,0.0001422428,0.008673425,0.0008042574,0.00009016482,0.0002177336,0.02404359],"genre_scores_gemma":[0.960504,0.0002919501,0.02327749,0.001064567,0.003530946,0.0001988735,0.004377432,0.0002514174,0.00650333],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02827005,"threshold_uncertainty_score":0.9991621,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04616250542676692,"score_gpt":0.3083126230610278,"score_spread":0.2621501176342609,"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."}}