{"meta":{"query_hash":"88a5aea27f9b","filters":{"venue":"Software Product Lines"},"cohort_total":4,"direct_labels_cover":0,"predictions_cover":4,"exported":4,"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/88a5aea27f9b","api":"https://metacan.xera.ac/api/v1/cohort?venue=Software+Product+Lines"},"results":[{"id":"W131768330","doi":"","title":"Semantic Web Services-based Reasoning in the Design of Software Product Lines.","year":2008,"lang":"en","type":"article","venue":"Software Product Lines","topic":"Service-Oriented Architecture and Web Services","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Computer science; Semantic Web; Semantic Web Stack; Social Semantic Web; World Wide Web; Web service; Software product line; Software engineering; Software; Product (mathematics); Programming language; Software development; Mathematics","score_opus":0.019020121195927202,"score_gpt":0.2378503198688451,"score_spread":0.21883019867291792,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W131768330","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6599718,0.009817042,0.31495246,0.009086986,0.0017540166,0.0027580245,0.000027841263,0.001577292,0.000054560027],"genre_scores_gemma":[0.76758164,0.0001025643,0.2290781,0.002215156,0.0007702685,0.00010607668,0.00003975274,0.000051853825,0.00005460789],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9960651,0.00044891963,0.0007447864,0.0012120353,0.0008441308,0.0006850541],"domain_scores_gemma":[0.9961727,0.00058945967,0.00039317057,0.002164212,0.00058206177,0.00009837933],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0011551084,0.0004996606,0.0005545837,0.00041746342,0.00034706053,0.00010346319,0.0029311958,0.00009718827,0.000008932496],"category_scores_gemma":[0.00036476686,0.00034915042,0.00015108,0.002631074,0.00013211618,0.0005673288,0.00035135818,0.00044202025,0.000027458798],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0006809687,0.0033476446,0.65862584,0.008665465,0.00035356003,0.0008596685,0.07072473,0.13940139,0.014059463,0.00090905733,0.002344314,0.10002792],"study_design_scores_gemma":[0.013584682,0.0033282253,0.3017474,0.009636676,0.0006844492,0.0029745037,0.0024741443,0.29373205,0.29597905,0.0152428625,0.05041528,0.0102006765],"about_ca_topic_score_codex":0.00043278927,"about_ca_topic_score_gemma":0.00031771898,"teacher_disagreement_score":0.35687843,"about_ca_system_score_codex":0.000027224867,"about_ca_system_score_gemma":0.0005036581,"threshold_uncertainty_score":0.99989605},"labels":[],"label_agreement":null},{"id":"W1866731640","doi":"10.1007/978-1-4615-4339-8_24","title":"Developing Engineered Product Support Applications","year":2000,"lang":"en","type":"book-chapter","venue":"Software Product Lines","topic":"Advanced Software Engineering Methodologies","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Factoring; Documentation; Exploit; Computer science; Product (mathematics); Process (computing); New product development; Systems engineering; Quality (philosophy); Engineering; Software engineering; Business; Computer security","score_opus":0.05053191498930387,"score_gpt":0.2862564616930383,"score_spread":0.23572454670373444,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1866731640","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0000016633841,0.00504803,0.98135537,0.0010296636,0.0013244548,0.0012471984,0.000046646583,0.0050228178,0.004924144],"genre_scores_gemma":[0.000034052442,0.0009893549,0.8577524,0.00016004582,0.001704229,0.00024230531,0.00015395197,0.00017721209,0.13878645],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9959835,0.000037828762,0.0008039322,0.0019330801,0.0005566836,0.00068500754],"domain_scores_gemma":[0.99580723,0.0004804044,0.0003134812,0.0027609547,0.00048587518,0.00015204462],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00053938344,0.000906922,0.00085098814,0.0004777562,0.00021234601,0.00014482827,0.0021919361,0.00027567105,0.00008006347],"category_scores_gemma":[0.0010995964,0.0009188153,0.00022293965,0.00032160908,0.00014314135,0.00052696804,0.00056341547,0.0007785097,0.00048336253],"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":[0.000011102374,0.00003279985,0.000013496228,0.00064169714,0.00020018396,0.000055172346,0.0002520301,0.010370528,0.000078916455,0.20946926,0.0040810634,0.77479374],"study_design_scores_gemma":[0.000105319414,0.00003582899,0.000022796105,0.0001495276,0.00003603762,0.00009949191,8.101144e-7,0.000015688007,0.0017226517,0.21255575,0.78411597,0.0011401052],"about_ca_topic_score_codex":0.0000021779902,"about_ca_topic_score_gemma":0.0000015717453,"teacher_disagreement_score":0.7800349,"about_ca_system_score_codex":0.0001992738,"about_ca_system_score_gemma":0.0005980833,"threshold_uncertainty_score":0.9993262},"labels":[],"label_agreement":null},{"id":"W204681312","doi":"","title":"A Test-Driven Approach to Establishing & Managing Agile Product Lines.","year":2008,"lang":"en","type":"article","venue":"Software Product Lines","topic":"Advanced Software Engineering Methodologies","field":"Computer Science","cited_by":13,"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":"Agile software development; Unit testing; Reuse; Traceability; Computer science; Acceptance testing; Software engineering; Test Management Approach; Test suite; Test (biology); Code refactoring; Systems engineering; Reliability engineering; Test case; Engineering; Software; Software development; Software construction","score_opus":0.051321729306164215,"score_gpt":0.274307765011862,"score_spread":0.22298603570569778,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W204681312","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.008150735,0.0017290338,0.9811184,0.0018333392,0.0016238509,0.00083606614,0.000008973295,0.004546237,0.00015339273],"genre_scores_gemma":[0.03403007,0.00010432699,0.9623597,0.00035819944,0.0014950787,0.00019222074,0.000016666649,0.00009159092,0.0013521507],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.99584144,0.00014392083,0.0005761949,0.0018578079,0.0006284691,0.00095213705],"domain_scores_gemma":[0.99574685,0.0010382524,0.00018538843,0.0022238465,0.00054963963,0.0002560428],"candidate_categories":["metaresearch","metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0009000279,0.0005572363,0.0006034289,0.00046633722,0.00043626386,0.00022359617,0.0022997274,0.000085325024,0.0000025521215],"category_scores_gemma":[0.02336664,0.000523552,0.0001342779,0.0021292851,0.00013306027,0.001690985,0.0012156208,0.0005235059,0.00006357362],"study_design_candidate":"simulation_or_modeling","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":[0.00003215824,0.000636762,0.018057834,0.0007036626,0.00009923671,0.00019319713,0.00813642,0.7381413,0.0056922194,0.0010606255,0.016753776,0.21049283],"study_design_scores_gemma":[0.006846381,0.0026209923,0.10760194,0.002777494,0.00040856804,0.00850653,0.001060714,0.11078512,0.2949513,0.09459823,0.3441349,0.02570785],"about_ca_topic_score_codex":0.000032091673,"about_ca_topic_score_gemma":0.0000021802741,"teacher_disagreement_score":0.6273562,"about_ca_system_score_codex":0.00011196685,"about_ca_system_score_gemma":0.00018080762,"threshold_uncertainty_score":0.9997216},"labels":[],"label_agreement":null},{"id":"W28510325","doi":"10.1002/anie.201702497","title":"Understanding Decision-Oriented Variability Modelling.","year":2008,"lang":"en","type":"article","venue":"Software Product Lines","topic":"Advanced Software Engineering Methodologies","field":"Computer Science","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada; Association Nationale de la Recherche et de la Technologie; Agence Nationale de la Recherche; Deutsche Forschungsgemeinschaft","keywords":"Computer science; Semantics (computer science); Domain (mathematical analysis); Data science; Software engineering; Decision support system; Management science; Data mining; Engineering; Programming language","score_opus":0.16726141146602705,"score_gpt":0.29551566280439767,"score_spread":0.12825425133837062,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W28510325","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0052847397,0.00038073622,0.9892959,0.00026937178,0.0019416987,0.0002384506,0.0000037207976,0.0025580078,0.000027375434],"genre_scores_gemma":[0.12363072,0.000088991656,0.8758244,0.000055786848,0.00024186274,0.000020369122,0.0000033766257,0.000025548685,0.00010893845],"study_design_codex":"simulation_or_modeling","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.997624,0.0001444906,0.0004020503,0.0009334703,0.00043172788,0.0004642707],"domain_scores_gemma":[0.9958453,0.0022519797,0.00010619356,0.0014037912,0.00027201846,0.000120719276],"candidate_categories":["metaresearch","metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0010782948,0.00028063738,0.0003300163,0.0001711464,0.00035132194,0.000040675022,0.00087646366,0.00008452948,0.000005964526],"category_scores_gemma":[0.009213509,0.00025356654,0.000099185134,0.0009132441,0.00015026715,0.0007323156,0.00041097804,0.0002803694,0.000022342449],"study_design_candidate":"simulation_or_modeling","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":[0.00002822004,0.00010070638,0.0052690236,0.00005387572,0.0000305943,0.000048006943,0.0009877512,0.96328133,0.00009582111,0.016748426,0.00088119815,0.01247505],"study_design_scores_gemma":[0.00077436195,0.0001499268,0.0016029573,0.00012815776,0.000019942658,0.00030563632,0.000041592717,0.111298814,0.0051498646,0.8723997,0.006715447,0.0014136012],"about_ca_topic_score_codex":0.000006307149,"about_ca_topic_score_gemma":6.2801485e-7,"teacher_disagreement_score":0.85565126,"about_ca_system_score_codex":0.00017903859,"about_ca_system_score_gemma":0.00013424148,"threshold_uncertainty_score":0.99999166},"labels":[],"label_agreement":null}]}