{"id":"W4403289793","doi":"10.18357/kula.291","title":"Large Language Publishing","year":2024,"lang":"en","type":"article","venue":"KULA knowledge creation dissemination and preservation studies","topic":"Natural Language Processing Techniques","field":"Computer Science","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Publishing; Computer science; Linguistics; Art; Philosophy; Literature","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":["scholarly_communication","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.004669156,0.0007370976,0.0008831094,0.005437341,0.004626933,0.03126495,0.00190743,0.003113763,0.3027597],"category_scores_gemma":[0.03817155,0.0004368526,0.0006182492,0.008174588,0.003951046,0.01456283,0.005393777,0.004009451,0.1965411],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004033393,"about_ca_system_score_gemma":0.004902513,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001506957,"about_ca_topic_score_gemma":0.002523913,"domain_scores_codex":[0.993389,0.001082373,0.0006645491,0.0009961162,0.003449588,0.0004183548],"domain_scores_gemma":[0.9694482,0.01005289,0.00212927,0.008586483,0.006514354,0.003268736],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002441136,0.00001569209,0.000195547,0.0003482688,0.0000119837,0.000126729,0.0004909128,0.00006572092,0.000285039,0.1642462,0.750591,0.08359847],"study_design_scores_gemma":[0.000001896409,0.000003734723,0.0001076251,0.0000819115,0.000001474916,0.00005340448,0.0001048744,0.00002287383,0.00007790206,0.006383243,0.9931563,0.000004868976],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.001145574,0.01163972,0.003306255,0.04640255,0.03523185,0.00008830022,0.002301302,0.002364122,0.8975203],"genre_scores_gemma":[0.02464314,0.01184767,0.002797103,0.01297313,0.02100691,0.0001394371,0.002885673,0.002271636,0.9214353],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.968735,"threshold_uncertainty_score":0.9945287,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02934676335965254,"score_gpt":0.3817131906436773,"score_spread":0.3523664272840247,"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."}}