{"id":"W4401357208","doi":"10.1145/3632620.3671107","title":"Exploring the Effects of Grouping by Programming Experience in Q&A Forums","year":2024,"lang":"en","type":"article","venue":"","topic":"Expert finding and Q&A systems","field":"Computer Science","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Computer science","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":[0.01158449,0.0005053968,0.000573089,0.001202257,0.002041911,0.004434327,0.001304091,0.001044914,0.006398238],"category_scores_gemma":[0.06657538,0.0003121759,0.0007585243,0.0009824969,0.002105807,0.002956718,0.004266398,0.001444818,0.0005788244],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001389812,"about_ca_system_score_gemma":0.001731492,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001573554,"about_ca_topic_score_gemma":0.002218101,"domain_scores_codex":[0.9845676,0.009078906,0.0009556334,0.001640256,0.001855846,0.001901737],"domain_scores_gemma":[0.8894082,0.0790889,0.01532652,0.003138782,0.003672199,0.009365334],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004051556,0.007623418,0.7452905,0.0007296547,0.0003473063,0.0004247124,0.1461141,0.0007319706,0.007244727,0.001596987,0.001383,0.0844621],"study_design_scores_gemma":[0.0001788494,0.00636797,0.8852104,0.0002316555,0.0001395255,0.0001212897,0.09984735,0.001267372,0.001942764,0.0009696737,0.003657561,0.00006565877],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9984067,0.00003691086,0.0004145754,0.0001053066,0.00001375104,0.000102446,0.00004046256,0.00001214204,0.000867656],"genre_scores_gemma":[0.9986565,0.00002230119,0.000660518,0.0000514486,0.00001021344,0.000243338,0.00004423876,0.000007419207,0.0003038814],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01158449,"threshold_uncertainty_score":0.06126535,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07943828903118831,"score_gpt":0.2963304998079392,"score_spread":0.2168922107767509,"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."}}