{"id":"W3024150585","doi":"10.18280/rces.070103","title":"Research on Comprehensive Competitive Evaluation of P2P Network Lending Platforms Based on BP Neural Network Model","year":2020,"lang":"en","type":"article","venue":"Review of Computer Engineering Studies","topic":"E-commerce and Technology Innovations","field":"Business, Management and Accounting","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Artificial neural network; Computer science; Business; Artificial intelligence","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009756804,0.0001899639,0.0005595127,0.0001994483,0.000125678,0.00001557322,0.0002442709,0.00004635455,0.000007562057],"category_scores_gemma":[0.000141967,0.0001623682,0.0001003783,0.001298695,0.00008996745,0.0001557586,0.0002264932,0.0003246446,0.00001218553],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003776677,"about_ca_system_score_gemma":0.00001693541,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002588661,"about_ca_topic_score_gemma":8.394546e-7,"domain_scores_codex":[0.9984702,0.0000217245,0.0004585902,0.0002288096,0.0005480982,0.0002725938],"domain_scores_gemma":[0.9981352,0.00035284,0.0002157741,0.0002287523,0.001058663,0.00000873663],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000009102722,0.00002328867,0.0002004706,0.003524558,0.000102525,9.451864e-7,0.00001925517,0.8984756,0.000004244061,0.08478559,0.008968825,0.003885563],"study_design_scores_gemma":[0.0003136899,0.00007281615,0.0009683142,0.008926468,0.00009083529,1.817922e-7,0.00004583595,0.9856995,0.000008766062,0.0005658413,0.003170309,0.0001373881],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.3952541,0.2623487,0.2250345,0.07776174,0.005341629,0.01235625,0.00004996957,0.002307151,0.01954591],"genre_scores_gemma":[0.9881665,0.00190287,0.003617649,0.005223922,0.0009723432,0.00005746813,0.00003067623,0.00002711792,0.000001524345],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5929123,"threshold_uncertainty_score":0.6621183,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1911827988979943,"score_gpt":0.370669596703608,"score_spread":0.1794867978056137,"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."}}