{"meta":{"query_hash":"db72e69268e1","filters":{"venue":"International Conference on Software and System Process"},"cohort_total":3,"direct_labels_cover":0,"predictions_cover":3,"exported":3,"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/db72e69268e1","api":"https://metacan.xera.ac/api/v1/cohort?venue=International+Conference+on+Software+and+System+Process"},"results":[{"id":"W1973808584","doi":"10.5555/2664360.2664364","title":"Simulation-based decision support for bringing a project back on track: the case of RUP-based software construction","year":2012,"lang":"en","type":"article","venue":"International Conference on Software and System Process","topic":"Software Engineering Techniques and Practices","field":"Computer Science","cited_by":5,"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 Calgary","funders":"","keywords":"Computer science; Schedule; Software project management; Software development; Software engineering; Project management; Project planning; Context (archaeology); Web application; Systems engineering; Software; Engineering; Software construction; World Wide Web","score_opus":0.059238711212419345,"score_gpt":0.3525400848271983,"score_spread":0.2933013736147789,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1973808584","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":[0.13352627,0.00037864584,0.8274249,0.0025635748,0.000082218445,0.0005743827,0.0002268542,0.0013592741,0.033863887],"genre_scores_gemma":[0.5492036,0.0003307608,0.44575328,0.00011710341,0.000021858057,0.00035519435,0.00019296854,0.00016889318,0.0038563118],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.98472124,0.011418079,0.00065597036,0.00074171927,0.001778849,0.00068405457],"domain_scores_gemma":[0.9800726,0.013753994,0.0010256814,0.0030361086,0.001274722,0.0008368043],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.012616398,0.000954703,0.00091218075,0.0015937346,0.00187066,0.0052144364,0.0027708379,0.0029569142,0.0043383758],"category_scores_gemma":[0.016290652,0.00084694615,0.0008697664,0.001788736,0.0030727044,0.0037350585,0.004391986,0.0025299957,0.0009842278],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000617808,0.00073703035,0.0060413084,0.0007468306,0.00015658914,0.006572094,0.013296102,0.5157414,0.010692903,0.31030354,0.004254935,0.13083948],"study_design_scores_gemma":[0.00014236492,0.0003411599,0.0010801543,0.0002904912,0.00006578535,0.00085804815,0.003367876,0.88362616,0.00881917,0.05753819,0.043714408,0.00015608985],"about_ca_topic_score_codex":0.0038519772,"about_ca_topic_score_gemma":0.0043897284,"teacher_disagreement_score":0.012616398,"about_ca_system_score_codex":0.0024347107,"about_ca_system_score_gemma":0.0034026932,"threshold_uncertainty_score":0.06672269},"labels":[],"label_agreement":null},{"id":"W1997737004","doi":"10.5555/2664360.2664377","title":"Software team processes: a taxonomy","year":2012,"lang":"en","type":"article","venue":"International Conference on Software and System Process","topic":"Software Engineering Techniques and Practices","field":"Computer Science","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Taxonomy (biology); Computer science; Vocabulary; Process (computing); Software engineering; Field (mathematics); Project management; Knowledge management; Team software process; Software; Software development process; Process management; Data science; Software development; Engineering; Systems engineering","score_opus":0.05933308717649398,"score_gpt":0.3016016241118888,"score_spread":0.2422685369353948,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1997737004","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":[0.062908344,0.036363285,0.7828116,0.009087317,0.0008920157,0.005271224,0.0038322497,0.0023622327,0.09647175],"genre_scores_gemma":[0.20366077,0.025683247,0.7516112,0.0010438235,0.0005074841,0.0043155197,0.005709101,0.00027637844,0.0071925507],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","domain_scores_codex":[0.98977846,0.0026933833,0.0028665091,0.0012401761,0.0027182095,0.00070341513],"domain_scores_gemma":[0.98805493,0.00492276,0.0018562361,0.0009791296,0.0031478915,0.0010390317],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0058035087,0.0012992746,0.0010196568,0.015187872,0.0038332427,0.0103058005,0.0027846538,0.0041561136,0.0036355495],"category_scores_gemma":[0.012017231,0.00093396765,0.0017779032,0.018129451,0.0042118845,0.022957217,0.004348371,0.003167439,0.00177018],"study_design_candidate":"qualitative","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":[0.0000793828,0.00030869007,0.013101153,0.0028376004,0.00006379329,0.0006343218,0.023092916,0.00507063,0.0021413693,0.7050832,0.014557095,0.23302981],"study_design_scores_gemma":[0.00005442081,0.00021589755,0.007835307,0.0025824616,0.000051807012,0.0022942815,0.017316047,0.018724544,0.00045443562,0.58654517,0.36381802,0.000107525935],"about_ca_topic_score_codex":0.006295776,"about_ca_topic_score_gemma":0.0028512122,"teacher_disagreement_score":0.015187872,"about_ca_system_score_codex":0.0038582284,"about_ca_system_score_gemma":0.007472386,"threshold_uncertainty_score":0.03069228},"labels":[],"label_agreement":null},{"id":"W2038637109","doi":"10.5555/2664360.2664388","title":"Systematic mapping of recommendation systems for requirements engineering","year":2012,"lang":"en","type":"article","venue":"International Conference on Software and System Process","topic":"Software Engineering Research","field":"Computer Science","cited_by":16,"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 Calgary","funders":"","keywords":"Computer science; Requirements engineering; Process (computing); Requirements analysis; Recommender system; Requirements management; User requirements document; Functional requirement; Quality (philosophy); Systems engineering; Product (mathematics); Work (physics); Software engineering; Engineering; Information retrieval; Software","score_opus":0.08301229068590288,"score_gpt":0.330319403439364,"score_spread":0.24730711275346112,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2038637109","genre_codex":"methods","genre_gemma":"review","domain_codex":null,"domain_gemma":"methods","model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"review","genre_consensus":null,"domain_candidate":"methods","domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.045927517,0.002397057,0.9202826,0.0007793442,0.00009184149,0.0023952415,0.0018090035,0.004152685,0.022164594],"genre_scores_gemma":[0.1667697,0.0014592718,0.82427686,0.000108546876,0.000016221638,0.001650364,0.0031137706,0.00044192237,0.0021632526],"study_design_codex":"design_other","study_design_gemma":"systematic_review","domain_scores_codex":[0.9822686,0.009281323,0.0019733754,0.0015819956,0.004333267,0.00056144415],"domain_scores_gemma":[0.9572753,0.018977942,0.002602976,0.008325347,0.012448626,0.00036985026],"candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.013915656,0.001409122,0.0011178928,0.015633065,0.0019766272,0.004722332,0.0012308119,0.001321415,0.004552763],"category_scores_gemma":[0.05084985,0.0014189774,0.0024001182,0.012190382,0.0011087497,0.0052991845,0.0027944033,0.0012376362,0.0016805242],"study_design_candidate":"systematic_review","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":[0.00035248036,0.00030646578,0.017021494,0.0039007799,0.00041759873,0.00054524624,0.007504365,0.02121709,0.009368074,0.052237894,0.007073498,0.8800551],"study_design_scores_gemma":[0.00041727244,0.0019959593,0.06618038,0.007260495,0.0013346148,0.0030161375,0.01735036,0.34748825,0.061206073,0.18628258,0.30660543,0.00086243043],"about_ca_topic_score_codex":0.012107609,"about_ca_topic_score_gemma":0.0102643045,"teacher_disagreement_score":0.98608434,"about_ca_system_score_codex":0.0028178,"about_ca_system_score_gemma":0.007097719,"threshold_uncertainty_score":0.073593915},"labels":[],"label_agreement":null}]}