{"id":"W4206996269","doi":"10.3390/jrfm15020047","title":"Diffusion on the Peer-to-Peer Network","year":2022,"lang":"en","type":"article","venue":"Journal of risk and financial management","topic":"Opinion Dynamics and Social Influence","field":"Physics and Astronomy","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science; Peer-to-peer; Theoretical computer science; Context (archaeology); Graph; Graph theory; Diffusion; TRACE (psycholinguistics); Distributed computing; Mathematics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001321743,0.0007603053,0.000769565,0.001151626,0.001040227,0.002014279,0.001461682,0.00232207,0.003299631],"category_scores_gemma":[0.005976029,0.00036228,0.0006942343,0.001130408,0.002010075,0.005766597,0.001533616,0.001681307,0.0007316627],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001587047,"about_ca_system_score_gemma":0.0008213248,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003133614,"about_ca_topic_score_gemma":0.0009973424,"domain_scores_codex":[0.9984859,0.0005195172,0.00007170578,0.0003184397,0.000455713,0.0001487729],"domain_scores_gemma":[0.9981114,0.001096207,0.0001908293,0.0001768783,0.0003237571,0.0001009389],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00002569421,0.00001566715,0.0002732205,0.0001309476,0.00001731706,0.0002774347,0.0004421959,0.1020053,0.002384239,0.8835945,0.001904413,0.008929006],"study_design_scores_gemma":[0.00002973765,0.00005574704,0.0002536771,0.00006050303,0.00002117328,0.0002850561,0.0001896293,0.5359352,0.001000996,0.4436875,0.01843598,0.00004493845],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.04380355,0.003381102,0.9135134,0.00274473,0.0003973922,0.0002199922,0.0002855296,0.0004647749,0.03518954],"genre_scores_gemma":[0.8431993,0.007270606,0.1215233,0.0004658548,0.0005493199,0.0004335124,0.0002509322,0.0001348682,0.02617238],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003299631,"threshold_uncertainty_score":0.0115149,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005835749123372553,"score_gpt":0.2228850292302229,"score_spread":0.2170492801068504,"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."}}