{"id":"W4413096076","doi":"10.1109/iccsp64183.2025.11089423","title":"Smart Subscription Management System","year":2025,"lang":"en","type":"article","venue":"","topic":"FinTech, Crowdfunding, Digital Finance","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Artificial Intelligence in Medicine (Canada)","funders":"","keywords":"Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006330283,0.0005064196,0.0007380747,0.001721176,0.0008128134,0.00211044,0.001219279,0.0008885979,0.03041825],"category_scores_gemma":[0.001548884,0.0002748776,0.0004102439,0.001269929,0.0002145317,0.002015508,0.001129718,0.0006748343,0.01701394],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00056463,"about_ca_system_score_gemma":0.0008005137,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00167473,"about_ca_topic_score_gemma":0.0009480435,"domain_scores_codex":[0.9993646,0.00006000679,0.00007572458,0.0001744028,0.0002375094,0.00008770527],"domain_scores_gemma":[0.9991969,0.0001292941,0.00007758336,0.0002309043,0.0002272881,0.0001380245],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001037052,0.0006978416,0.01076935,0.0005161429,0.00007635062,0.00109553,0.0004620781,0.003308052,0.02957091,0.01358798,0.2831867,0.655692],"study_design_scores_gemma":[0.0004564389,0.0004630276,0.0171485,0.0001136765,0.0002138564,0.002539723,0.0002994193,0.1700893,0.05433447,0.01028572,0.7438262,0.0002297449],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.09248189,0.002634431,0.3629664,0.002123899,0.001869592,0.002350152,0.01204049,0.2844197,0.2391135],"genre_scores_gemma":[0.7143329,0.001638634,0.09844824,0.002510133,0.0009761653,0.001087818,0.02101716,0.001976527,0.1580124],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.03041825,"threshold_uncertainty_score":0.1017592,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009426162845365226,"score_gpt":0.1989985051041753,"score_spread":0.1895723422588101,"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."}}