{"id":"W3131995106","doi":"10.1145/3434279","title":"Are Comments on Stack Overflow Well Organized for Easy Retrieval by Developers?","year":2021,"lang":"en","type":"article","venue":"ACM Transactions on Software Engineering and Methodology","topic":"Software Engineering Research","field":"Computer Science","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University; University of Manitoba; Concordia University; Huawei Technologies (Canada)","funders":"","keywords":"Computer science; Classifier (UML); Information retrieval; Obsolescence; Artificial intelligence; Machine learning; Mechanism (biology); Point (geometry); Data mining; Data 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0007627307,0.0002814232,0.0004028937,0.0002167198,0.0001806609,0.00008597262,0.0005752937,0.0002204501,0.0000385668],"category_scores_gemma":[0.008006842,0.0003005813,0.00009645779,0.0005685399,0.00003088131,0.0001458645,0.00004629324,0.0004950873,0.00002066204],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000122844,"about_ca_system_score_gemma":0.00008478731,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004718222,"about_ca_topic_score_gemma":0.000001420865,"domain_scores_codex":[0.9981,0.0002009579,0.0002560237,0.0006562932,0.000266918,0.0005197843],"domain_scores_gemma":[0.9897098,0.008992204,0.00005585826,0.0008517582,0.0001807567,0.0002096388],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.002713574,0.003432794,0.01105278,0.003451088,0.004547044,0.0009763558,0.005794805,0.2759378,0.0976175,0.005965861,0.03874351,0.5497668],"study_design_scores_gemma":[0.01144258,0.002311344,0.01874676,0.0006419664,0.0001991175,0.0005579815,0.0002948342,0.02537953,0.6488736,0.001240253,0.2870061,0.003305979],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.02451934,0.0002680121,0.9727126,0.0005836776,0.001019148,0.00021499,0.00005433325,0.00062441,0.000003493187],"genre_scores_gemma":[0.03137705,0.0001213687,0.966966,0.0005801514,0.00005114177,0.0000562438,0.00001657804,0.00006655332,0.0007648803],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.5512561,"threshold_uncertainty_score":0.9999446,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08626475335032763,"score_gpt":0.3267705868115668,"score_spread":0.2405058334612392,"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."}}