{"meta":{"query_hash":"1600bb8aeee6","filters":{"venue":"Gesellschaft für Informatik eBooks"},"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/1600bb8aeee6","api":"https://metacan.xera.ac/api/v1/cohort?venue=Gesellschaft+f%C3%BCr+Informatik+eBooks"},"results":[{"id":"W630987214","doi":"","title":"Practical UML-based rigorous development methods countering or integrating the eXtremists : workshop of the pUML-Group held together with the《UML》2001, October 1st, 2001 in Tronto, Canada","year":2001,"lang":"en","type":"book","venue":"Gesellschaft für Informatik eBooks","topic":"Model-Driven Software Engineering Techniques","field":"Computer Science","cited_by":14,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Unified Modeling Language; Group (periodic table); Computer science; Software engineering; Programming language; Chemistry","score_opus":0.03096483490719962,"score_gpt":0.3030385777820372,"score_spread":0.27207374287483754,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W630987214","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0024226531,0.001985676,0.97749215,0.0017045577,0.00035825925,0.0001536289,0.00006187688,0.0017517244,0.014069523],"genre_scores_gemma":[0.041309305,0.003103941,0.9092613,0.00041039637,0.00017797171,0.0003092288,0.00051888014,0.0013908066,0.04351825],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9948388,0.0022521808,0.00037191814,0.00037507026,0.0019950753,0.00016694001],"domain_scores_gemma":[0.9908652,0.0050711874,0.00031631536,0.0013506571,0.0021991613,0.0001974662],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.009986242,0.0008810275,0.0004920041,0.0013922361,0.0008372814,0.0036912307,0.0022039078,0.001501446,0.007162517],"category_scores_gemma":[0.014906076,0.0011156083,0.00069588376,0.0011779144,0.0016923371,0.0036143933,0.0024989792,0.0024570744,0.0023105303],"study_design_candidate":"not_applicable","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":[0.000075267315,0.00013126827,0.00036401008,0.00062740804,0.000020580903,0.00014807541,0.0018330828,0.011339276,0.0064156577,0.28648943,0.05116507,0.64139086],"study_design_scores_gemma":[0.00010832687,0.00017098748,0.0006010643,0.0009635926,0.00005345331,0.0006758198,0.0004838788,0.121476956,0.01561952,0.21032055,0.6494542,0.000071600436],"about_ca_topic_score_codex":0.0029792476,"about_ca_topic_score_gemma":0.00689778,"teacher_disagreement_score":0.009986242,"about_ca_system_score_codex":0.0016119881,"about_ca_system_score_gemma":0.0035677839,"threshold_uncertainty_score":0.052812874},"labels":[],"label_agreement":null}]}