{"meta":{"query_hash":"077f99e779be","filters":{"venue":"British Computer Society 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/077f99e779be","api":"https://metacan.xera.ac/api/v1/cohort?venue=British+Computer+Society+eBooks"},"results":[{"id":"W585036856","doi":"","title":"Quality engineering process for the program design phase of a generic software life cycle","year":2005,"lang":"en","type":"book-chapter","venue":"British Computer Society eBooks","topic":"Software Engineering Research","field":"Computer Science","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"École de Technologie Supérieure","funders":"","keywords":"Software development process; Software engineering; Software quality; Software construction; Personal software process; Software quality analyst; Engineering; Systems engineering; Process (computing); Software quality control; Software development; Systems development life cycle; Quality (philosophy); Computer science; Software","score_opus":0.058255713720377536,"score_gpt":0.3105826120823168,"score_spread":0.2523268983619393,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W585036856","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":[0.0036692815,0.00031987534,0.9834958,0.00034989647,0.00004103391,0.00026982094,0.000032747765,0.00043045328,0.011391093],"genre_scores_gemma":[0.09689119,0.0011448595,0.8892879,0.000307058,0.00004667253,0.000511209,0.00023965746,0.00027386608,0.011297618],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99685466,0.0009039297,0.00017086149,0.00031672657,0.0015763242,0.00017740949],"domain_scores_gemma":[0.99726737,0.00097412226,0.00029114902,0.0005922609,0.0007753045,0.00009975335],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0032346514,0.00061985786,0.00033328292,0.0010869168,0.0009554893,0.0024226648,0.0012032368,0.0014182857,0.004376966],"category_scores_gemma":[0.0069763213,0.00036322753,0.00091006,0.00085779245,0.0015678619,0.002325261,0.0014943214,0.0019922708,0.0014069497],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00006233122,0.00018782646,0.0010039728,0.0007081769,0.000026079395,0.00029464855,0.0024685941,0.029022055,0.009924769,0.61813384,0.006368438,0.33179927],"study_design_scores_gemma":[0.00011987519,0.00052683876,0.0017383442,0.0011350913,0.000098036726,0.0013122805,0.0007173194,0.13959688,0.021585692,0.35267496,0.4803904,0.00010421932],"about_ca_topic_score_codex":0.0018397087,"about_ca_topic_score_gemma":0.0016729429,"teacher_disagreement_score":0.004376966,"about_ca_system_score_codex":0.0012916101,"about_ca_system_score_gemma":0.0030440034,"threshold_uncertainty_score":0.017106712},"labels":[],"label_agreement":null}]}