{"meta":{"query_hash":"e14c5521de1a","filters":{"venue":"Synthesis lectures on computer science"},"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/e14c5521de1a","api":"https://metacan.xera.ac/api/v1/cohort?venue=Synthesis+lectures+on+computer+science"},"results":[{"id":"W4402672246","doi":"10.1007/978-3-031-63945-6_5","title":"The University of Toronto","year":2024,"lang":"en","type":"book-chapter","venue":"Synthesis lectures on computer science","topic":"Teaching and Learning Programming","field":"Computer Science","cited_by":0,"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":"Media studies; History; Library science; Sociology; Computer science","score_opus":0.00996320477752655,"score_gpt":0.21078203063410064,"score_spread":0.2008188258565741,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4402672246","genre_codex":"methods","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000025962976,0.0063700913,0.65543693,0.0023642795,0.0038902063,0.00033827405,0.000005429562,0.0008555168,0.33071327],"genre_scores_gemma":[0.2550088,0.0014180125,0.29573956,0.00071395194,0.001495494,0.0000061160827,0.000002124541,0.00018494557,0.44543102],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9977343,0.000046978945,0.00019007373,0.0008493487,0.0008032663,0.0003760411],"domain_scores_gemma":[0.9975192,0.000827141,0.00018231655,0.0012516421,0.000105267616,0.0001144122],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0011018043,0.00028012623,0.00026559705,0.00010637297,0.00091882836,0.00050728384,0.0040937145,0.00012704352,0.000028547161],"category_scores_gemma":[0.00006211624,0.00020131693,0.0002083192,0.000103567625,0.000746175,0.00021360832,0.0008653497,0.0004973932,0.00013082892],"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":[0.0000031093618,0.00000529328,3.318321e-7,0.000013420709,0.000021833506,0.000013466721,0.0005528682,0.00017373478,0.000008654926,0.33762655,0.0007912755,0.66078943],"study_design_scores_gemma":[0.000032438846,0.00015055502,0.000058215446,0.00042901395,0.000023958002,0.000016932276,0.000006913162,0.013720057,0.00015523421,0.0068263267,0.9782484,0.00033191987],"about_ca_topic_score_codex":0.00017004386,"about_ca_topic_score_gemma":0.00014830356,"teacher_disagreement_score":0.97745717,"about_ca_system_score_codex":0.00023447181,"about_ca_system_score_gemma":0.00028525892,"threshold_uncertainty_score":0.82094663},"labels":[],"label_agreement":null},{"id":"W4415555209","doi":"10.1007/978-3-031-95959-2_8","title":"Smart City Standardization in Japan","year":2025,"lang":"en","type":"book-chapter","venue":"Synthesis lectures on computer science","topic":"Smart Cities and Technologies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Canadian Standards Association","funders":"","keywords":"Standardization; Smart city; Deliverable; International standardization; Sustainable development; Work (physics)","score_opus":0.010174766532592998,"score_gpt":0.20201150270274137,"score_spread":0.19183673617014838,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4415555209","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0034732923,0.0008334455,0.2131107,0.0004917252,0.0039138063,0.0006331447,0.000085760534,0.0021669636,0.77529114],"genre_scores_gemma":[0.97620773,0.0005745662,0.010728104,0.00048819784,0.00035424368,0.00005065002,0.000008118799,0.0000899367,0.011498431],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9986185,0.000006243142,0.0002245985,0.00044355603,0.0004011308,0.0003060129],"domain_scores_gemma":[0.9991379,0.00021759619,0.0000396225,0.00051192014,0.00005452157,0.000038460163],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00023116007,0.00029070379,0.0003218646,0.00079015584,0.000117032454,0.00014159534,0.0006877622,0.00023138069,0.00006490849],"category_scores_gemma":[0.00008139734,0.0002692968,0.00007565523,0.00022234212,0.0002828897,0.00008687627,0.00015875445,0.00035261034,0.000013908388],"study_design_candidate":"design_other","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":[0.000012186423,0.000013751806,0.00020646585,0.00015950738,0.000055608958,0.000020197884,0.00012964668,0.045418955,0.00010233783,0.09295766,0.009577101,0.85134655],"study_design_scores_gemma":[0.00059684087,0.0004239711,0.010536849,0.006000913,0.00011168848,0.000028049826,0.000021542077,0.22323099,0.06952507,0.10276284,0.5825803,0.0041809487],"about_ca_topic_score_codex":0.000010087655,"about_ca_topic_score_gemma":0.000066793626,"teacher_disagreement_score":0.97273445,"about_ca_system_score_codex":0.00029520263,"about_ca_system_score_gemma":0.0000970803,"threshold_uncertainty_score":0.9999759},"labels":[],"label_agreement":null},{"id":"W4415555223","doi":"10.1007/978-3-031-95959-2_6","title":"Smart City Standards in Canada (SCSC)","year":2025,"lang":"en","type":"book-chapter","venue":"Synthesis lectures on computer science","topic":"Smart Cities and Technologies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Canadian Standards Association","funders":"","keywords":"Standardization; Smart city; Work (physics); International standardization","score_opus":0.007938026607650995,"score_gpt":0.18870811763666132,"score_spread":0.18077009102901032,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4415555223","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0056938645,0.001772909,0.021588122,0.00091206987,0.0074182358,0.0006631883,0.00047024712,0.0013104659,0.9601709],"genre_scores_gemma":[0.9882534,0.000422049,0.0033977164,0.0007867754,0.00023975519,0.00003781438,0.0000035135938,0.000072651565,0.006786328],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9980298,0.0000066430202,0.0002552793,0.0004916822,0.00077592046,0.00044062122],"domain_scores_gemma":[0.9988835,0.00031962822,0.000041005813,0.000611704,0.000080313795,0.00006384422],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002521971,0.0003560478,0.00041117225,0.00051275885,0.000119795266,0.000104092454,0.0010046735,0.00016475965,0.00011138533],"category_scores_gemma":[0.000095675015,0.00032355086,0.00006773531,0.00019649198,0.00023354818,0.000060823513,0.0002128336,0.0004889712,0.0000039257616],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000017378738,0.000009775377,0.00031147202,0.00024574314,0.00009587277,0.00019073584,0.00006924159,0.02986742,0.00003455832,0.035869375,0.07338055,0.85990787],"study_design_scores_gemma":[0.00030296214,0.00014066226,0.0049001197,0.0031727962,0.000053245818,0.00002456564,0.000017716126,0.06871261,0.024323165,0.020227823,0.8754428,0.0026815257],"about_ca_topic_score_codex":0.066219285,"about_ca_topic_score_gemma":0.5509179,"teacher_disagreement_score":0.98255956,"about_ca_system_score_codex":0.0020649903,"about_ca_system_score_gemma":0.0018404052,"threshold_uncertainty_score":0.9999217},"labels":[],"label_agreement":null}]}