{"id":"W4226464466","doi":"10.2139/ssrn.4068677","title":"A Study of Update Request Comments in Stack Overflow Answer Posts","year":2022,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Topic Modeling","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Manitoba","funders":"","keywords":"Stack (abstract data type); Computer science; Computer security; Programming language","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002999089,0.0002934313,0.0003199937,0.00362962,0.001752519,0.002820883,0.0005902402,0.001204754,0.004803851],"category_scores_gemma":[0.07377495,0.000287865,0.0002916552,0.004628538,0.000679507,0.002746235,0.0007270932,0.001257871,0.001523379],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00155339,"about_ca_system_score_gemma":0.00142217,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01363587,"about_ca_topic_score_gemma":0.01534391,"domain_scores_codex":[0.9958271,0.001918221,0.0002764759,0.0003278552,0.001269222,0.0003810553],"domain_scores_gemma":[0.807925,0.1570651,0.01613327,0.002480347,0.01396446,0.00243173],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002307427,0.001481192,0.8318593,0.0007027127,0.0001222503,0.001423993,0.05365175,0.001675383,0.01017028,0.005353967,0.01025254,0.0809993],"study_design_scores_gemma":[0.00006983338,0.0009393852,0.8855004,0.0002694003,0.0001972137,0.001007088,0.05696668,0.02546681,0.005240269,0.001602235,0.02263781,0.0001029175],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.993003,0.0001539272,0.001172947,0.0002970895,0.00003498002,0.00009769888,0.0006488853,0.00009828342,0.004493156],"genre_scores_gemma":[0.9941832,0.0001210379,0.0009678576,0.00006206924,0.0000692527,0.00007314235,0.001230742,0.00006196025,0.003230783],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01363587,"threshold_uncertainty_score":0.02711302,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01403620799767963,"score_gpt":0.260826928913461,"score_spread":0.2467907209157814,"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."}}