{"id":"W4365607470","doi":"","title":"Exploring Significant Issues on Punctuation: Definition, Analysis, and Categorization","year":2018,"lang":"en","type":"article","venue":"DOAJ (DOAJ: Directory of Open Access Journals)","topic":"Language, Discourse, Communication Strategies","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"","keywords":"Punctuation; Categorization; Natural language processing; Computer science; Information retrieval; Linguistics; Psychology; Artificial intelligence; Philosophy","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":"codex-gemma-dda1882f352a","candidate_categories":["scholarly_communication","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0007691541,0.0002458821,0.0004861944,0.0009764141,0.0007361518,0.003157549,0.001140445,0.00004117891,0.01790219],"category_scores_gemma":[0.0001500769,0.0002020801,0.0001119223,0.0005641684,0.000449337,0.00369074,0.0003080213,0.0001898816,0.00004925412],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004669113,"about_ca_system_score_gemma":0.00006882587,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001974281,"about_ca_topic_score_gemma":0.001133359,"domain_scores_codex":[0.9980457,0.0002579782,0.0006414539,0.0003254498,0.0005068067,0.0002225932],"domain_scores_gemma":[0.9978029,0.0002200216,0.0006116573,0.0005760778,0.0006733338,0.0001160511],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.0003422411,0.0009158425,0.1189937,0.0001886642,0.002918459,0.0000248533,0.07206827,0.0002361228,0.01378427,0.7237383,0.04081943,0.02596989],"study_design_scores_gemma":[0.001185977,0.0001269877,0.6763375,0.0006300068,0.001755812,0.000006326779,0.03022769,0.000265032,0.03617409,0.1415756,0.1100037,0.001711284],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8714948,0.007203852,0.001105763,0.001320197,0.0007486328,0.0005181315,0.00008587685,0.0001278149,0.117395],"genre_scores_gemma":[0.9903072,0.007716529,0.0001506594,0.000202821,0.0006482654,0.0000661766,0.00008639045,0.000030459,0.0007915373],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5821627,"threshold_uncertainty_score":0.9978772,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6312933361314307,"score_gpt":0.552198424205952,"score_spread":0.07909491192547868,"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."}}