{"id":"W4360989144","doi":"10.18280/ria.370117","title":"Authorship Attribution using Sequential Part-of-Speech Pattern Mining","year":2023,"lang":"en","type":"article","venue":"Revue d intelligence artificielle","topic":"Authorship Attribution and Profiling","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Attribution; Authorship attribution; Natural language processing; Computer science; Linguistics; Psychology; Artificial intelligence; Social psychology; Philosophy","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":[0.001856379,0.000188882,0.000260101,0.0002656432,0.0002869669,0.0001148693,0.0007548466,0.0001641472,0.0001414002],"category_scores_gemma":[0.0002141885,0.0002032197,0.0001552775,0.001933037,0.00008996481,0.0003586574,0.0003225714,0.0002385322,0.0006024722],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007522906,"about_ca_system_score_gemma":0.00009223606,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003924585,"about_ca_topic_score_gemma":0.000005682182,"domain_scores_codex":[0.997663,0.000224365,0.0006774326,0.0005279488,0.0003341376,0.0005731671],"domain_scores_gemma":[0.9985266,0.0002184486,0.0002608068,0.0006417307,0.0002033441,0.0001490499],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0000286968,0.0001414352,0.0127983,0.0003206916,0.00007350238,0.0001933964,0.0107279,0.08684145,0.04709357,0.08754769,0.00109831,0.7531351],"study_design_scores_gemma":[0.00002809786,0.00004222063,0.0000962299,0.0001236968,0.000008777267,0.0000264713,0.0002533244,0.7301676,0.2634127,0.002192309,0.003444716,0.0002039118],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1983914,0.00007311147,0.7990211,0.0006841939,0.001144916,0.0001586435,0.00001178508,0.0002991596,0.0002157146],"genre_scores_gemma":[0.9912989,0.00002619466,0.007560226,0.00005433292,0.0002260875,0.00001019568,0.00003248253,0.00001649117,0.0007751331],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7929075,"threshold_uncertainty_score":0.8287058,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1916571553185015,"score_gpt":0.3505424910636251,"score_spread":0.1588853357451236,"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."}}