{"meta":{"query_hash":"47a67af1d09c","filters":{"venue":"International Conference on Software Maintenance"},"cohort_total":1,"direct_labels_cover":0,"predictions_cover":1,"exported":1,"export_cap":100000,"truncated":false,"label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12"},"permalink":"https://metacan.xera.ac/q/47a67af1d09c","api":"https://metacan.xera.ac/api/v1/cohort?venue=International+Conference+on+Software+Maintenance"},"results":[{"id":"W1527416500","doi":"","title":"Relating Requirements to Implementation via Topic Analysis","year":2012,"lang":"en","type":"article","venue":"International Conference on Software Maintenance","topic":"Software Engineering Research","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Latent Dirichlet allocation; Computer science; Traceability; Documentation; Relevance (law); Topic model; Perception; Control (management); Requirements traceability; Requirements analysis; Requirements engineering; Software; Software engineering; Information retrieval; Artificial intelligence; Requirement","score_opus":0.060189474228836,"score_gpt":0.3648502363919053,"score_spread":0.30466076216306925,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1527416500","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.30306876,0.00050675974,0.68538356,0.00076214416,0.000051504867,0.0009684135,0.0013952085,0.00093660573,0.00692706],"genre_scores_gemma":[0.83216625,0.00025394387,0.16279346,0.000088581844,0.000054419383,0.0011241005,0.0022786635,0.000173436,0.0010669706],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.98132,0.011820101,0.0012760037,0.0026028662,0.002434707,0.00054619426],"domain_scores_gemma":[0.8232012,0.14817609,0.009572992,0.007818277,0.010520365,0.0007110693],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.017883454,0.00079967204,0.0006370528,0.0074333106,0.0011835244,0.0040987944,0.0011649766,0.0012004,0.0022866575],"category_scores_gemma":[0.10238749,0.00062487746,0.0015775611,0.0056695854,0.0012700926,0.0045969216,0.0023712104,0.0020249556,0.0006877322],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0014224765,0.0006642773,0.2671163,0.0020910667,0.0006832479,0.00050613034,0.06621384,0.0595178,0.016116587,0.048350677,0.006220521,0.5310971],"study_design_scores_gemma":[0.00013912279,0.0005877219,0.18447037,0.0005097653,0.00044154684,0.0006769878,0.02455922,0.6741496,0.012759029,0.076481394,0.024878368,0.00034690445],"about_ca_topic_score_codex":0.0075468663,"about_ca_topic_score_gemma":0.0050563463,"teacher_disagreement_score":0.017883454,"about_ca_system_score_codex":0.0023936909,"about_ca_system_score_gemma":0.0016191879,"threshold_uncertainty_score":0.09457785},"labels":[],"label_agreement":null}]}