{"id":"W3185670382","doi":"10.1145/3462757.3466147","title":"CriminelBART","year":2021,"lang":"en","type":"article","venue":"","topic":"Topic Modeling","field":"Computer Science","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"","keywords":"Computer science; Transformer; Vocabulary; Artificial intelligence; Natural language processing; Architecture; Language model; Natural language; Comprehension; Natural language understanding; Linguistics; Programming language","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.001009103,0.001433962,0.0005137561,0.001834515,0.001374522,0.001986233,0.001488984,0.001130298,0.05626568],"category_scores_gemma":[0.004736861,0.000521192,0.0005599057,0.001514476,0.0006639482,0.002949477,0.001977092,0.001835977,0.03242563],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002097124,"about_ca_system_score_gemma":0.00275492,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02983475,"about_ca_topic_score_gemma":0.04036001,"domain_scores_codex":[0.9988449,0.0001169908,0.00003551376,0.0004042554,0.0004608821,0.0001374444],"domain_scores_gemma":[0.9987375,0.000347592,0.00005311052,0.0003435516,0.0003699996,0.000148202],"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":[0.0003304963,0.0001436828,0.003019693,0.0002266542,0.00005027848,0.0005039949,0.0003309413,0.006374334,0.007067696,0.01371895,0.3129876,0.6552457],"study_design_scores_gemma":[0.00009245244,0.0001259418,0.003499671,0.0001034021,0.0000532633,0.0008583653,0.0001361916,0.071537,0.01856507,0.01621561,0.888715,0.00009790903],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.069268,0.006977573,0.3633539,0.01111972,0.004262215,0.001138718,0.03156654,0.1488116,0.3635018],"genre_scores_gemma":[0.291318,0.003475409,0.2926227,0.003624835,0.001152563,0.0007471899,0.06443477,0.02080415,0.3218205],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.05626568,"threshold_uncertainty_score":0.1882275,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04965968158271803,"score_gpt":0.2612948729727764,"score_spread":0.2116351913900584,"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."}}