{"meta":{"query_hash":"6403c8927011","filters":{"venue":"Series on component-based software development"},"cohort_total":2,"direct_labels_cover":0,"predictions_cover":2,"exported":2,"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/6403c8927011","api":"https://metacan.xera.ac/api/v1/cohort?venue=Series+on+component-based+software+development"},"results":[{"id":"W2479965232","doi":"10.1142/9789812772831_0001","title":"Temporal Specifications of Component Based Systems with Polymorphic Dynamic Reconfiguration","year":2006,"lang":"en","type":"book-chapter","venue":"Series on component-based software development","topic":"Embedded Systems Design Techniques","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McMaster University","funders":"","keywords":"Control reconfiguration; Component (thermodynamics); Computer science; Embedded system; Physics","score_opus":0.028154243862057837,"score_gpt":0.2128491059178414,"score_spread":0.18469486205578356,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2479965232","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":[0.0004057389,0.00042644105,0.9839892,0.00045600976,0.00081918173,0.0027373335,0.00023337801,0.0017526756,0.009180071],"genre_scores_gemma":[0.3674577,0.000026671161,0.571663,0.00035914924,0.00016161788,0.0010947789,0.0060963035,0.0004743456,0.052666407],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9939763,0.00022300606,0.0020206894,0.0014256411,0.0017463623,0.00060797774],"domain_scores_gemma":[0.9944487,0.000365055,0.001980271,0.0022066913,0.0007624331,0.00023680064],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00067218265,0.0011526741,0.0013342267,0.0011673889,0.00039552408,0.00027822913,0.0016514937,0.0005397006,0.000052820375],"category_scores_gemma":[0.00001861549,0.0011021877,0.0002477695,0.0002687816,0.00029297327,0.0003443401,0.00012893471,0.0005913348,0.000105149404],"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":[0.0062167393,0.008059135,0.003958868,0.021036126,0.005059039,0.0033233224,0.0037032135,0.08049405,0.025819285,0.69747716,0.07289064,0.071962394],"study_design_scores_gemma":[0.010763159,0.007723831,0.009073897,0.04412154,0.00054049207,0.00056420406,0.00021475984,0.05188944,0.13108103,0.0048251604,0.72055376,0.018648712],"about_ca_topic_score_codex":0.00015635458,"about_ca_topic_score_gemma":0.0001487409,"teacher_disagreement_score":0.69265205,"about_ca_system_score_codex":0.0012454952,"about_ca_system_score_gemma":0.0017910955,"threshold_uncertainty_score":0.9991428},"labels":[],"label_agreement":null},{"id":"W42434049","doi":"10.1142/9789812562425_0006","title":"Properties of Software Systems Synthesized from Components","year":2004,"lang":"en","type":"book-chapter","venue":"Series on component-based software development","topic":"Software Reliability and Analysis Research","field":"Computer Science","cited_by":22,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Computer science","score_opus":0.03779400953434549,"score_gpt":0.22166050908704446,"score_spread":0.18386649955269896,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W42434049","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":[0.04845212,0.015397079,0.90420884,0.0021885198,0.0064620064,0.008997356,0.0016858244,0.007913558,0.004694681],"genre_scores_gemma":[0.43217653,0.00079016894,0.50235814,0.0010958062,0.0005614012,0.0011339203,0.0035765166,0.0009166959,0.05739082],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9920125,0.00023924514,0.001947208,0.0018427006,0.0030520956,0.00090625783],"domain_scores_gemma":[0.9943401,0.0008946594,0.0009852381,0.0024312192,0.0008982987,0.00045046612],"candidate_categories":["metaepi_narrow"],"consensus_categories":["metaepi_narrow"],"category_scores_codex":[0.00072671217,0.0012756421,0.0020805846,0.00087202585,0.0005385946,0.0003847722,0.003055331,0.0007107069,0.00020815451],"category_scores_gemma":[0.00039718766,0.0011510706,0.0006324731,0.0002660857,0.0005497834,0.00039170953,0.00087908737,0.00093414134,0.0004883775],"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":[0.014218669,0.014627051,0.007978832,0.041402455,0.028915582,0.0047064363,0.01589338,0.11017341,0.016571427,0.26288155,0.006797059,0.47583413],"study_design_scores_gemma":[0.019659635,0.0036725667,0.00716634,0.10977607,0.0012816276,0.000111594374,0.00042423318,0.005956172,0.2295985,0.04116467,0.5581422,0.023046408],"about_ca_topic_score_codex":0.00039826054,"about_ca_topic_score_gemma":0.000035477784,"teacher_disagreement_score":0.5513451,"about_ca_system_score_codex":0.0012143549,"about_ca_system_score_gemma":0.0023774097,"threshold_uncertainty_score":0.9999995},"labels":[],"label_agreement":null}]}