{"meta":{"query_hash":"69e764c26f8e","filters":{"venue":"Software Visualization"},"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/69e764c26f8e","api":"https://metacan.xera.ac/api/v1/cohort?venue=Software+Visualization"},"results":[{"id":"W128739217","doi":"10.1007/978-1-4615-0457-3_5","title":"Designing a Software Exploration Tool Using a Cognitive Framework","year":2003,"lang":"en","type":"book-chapter","venue":"Software Visualization","topic":"Software Engineering Research","field":"Computer Science","cited_by":4,"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 Victoria","funders":"","keywords":"Software visualization; Computer science; Visualization; Debugging; Software engineering; Software; Documentation; Program comprehension; Profiling (computer programming); Software construction; Software framework; Software development; Human–computer interaction; World Wide Web; Software system; Programming language; Artificial intelligence","score_opus":0.05997051868444286,"score_gpt":0.3217217251836076,"score_spread":0.2617512064991647,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W128739217","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":[0.00006128139,0.001020021,0.99470955,0.00001908991,0.00090296194,0.00096590514,0.000028064655,0.001978631,0.0003145161],"genre_scores_gemma":[0.0015735363,0.00033659572,0.97391844,0.00071687327,0.0006319375,0.0001843543,0.000488223,0.00058301707,0.021567008],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9959776,0.00013641834,0.00069904013,0.0012401362,0.0012969332,0.00064987066],"domain_scores_gemma":[0.99543965,0.0020443578,0.0004428962,0.00086719997,0.0010123744,0.00019353538],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00061152613,0.000718028,0.00057504623,0.0008596239,0.00037784368,0.00059143425,0.00075888616,0.00092407054,0.00013732431],"category_scores_gemma":[0.0072207204,0.0008460419,0.00021129014,0.0005905531,0.00009687213,0.0014506821,0.0003466374,0.000744794,0.00020883154],"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":[0.00014741256,0.00038634014,0.005284272,0.0022745898,0.0012833882,0.0007333003,0.009624165,0.015649686,0.00030238176,0.6579501,0.006171994,0.3001924],"study_design_scores_gemma":[0.004078003,0.0018811447,0.00048198344,0.026310774,0.00094978005,0.00046880916,0.0002192698,0.08132889,0.0062743323,0.80953103,0.05484763,0.013628363],"about_ca_topic_score_codex":0.0000060788834,"about_ca_topic_score_gemma":0.0000014383774,"teacher_disagreement_score":0.28656402,"about_ca_system_score_codex":0.00050835067,"about_ca_system_score_gemma":0.00044808915,"threshold_uncertainty_score":0.999399},"labels":[],"label_agreement":null},{"id":"W2097386545","doi":"10.1007/978-1-4615-0457-3_8","title":"A Visual Architectural Approach to Maintaining Web Applications","year":2003,"lang":"en","type":"book-chapter","venue":"Software Visualization","topic":"Software Engineering Techniques and Practices","field":"Computer Science","cited_by":10,"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 Waterloo","funders":"","keywords":"Computer science; World Wide Web; Web server; Schedule; Web page; Web development; Web service; Web navigation; Static web page; Web browser; Software; The Internet; Operating system","score_opus":0.0186898301387344,"score_gpt":0.2825949362837032,"score_spread":0.2639051061449688,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2097386545","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":[0.0000030710592,0.00027075247,0.96413714,0.0000840459,0.00021750422,0.0009222133,0.00001535672,0.0025471393,0.031802773],"genre_scores_gemma":[0.002729014,0.000089039175,0.9508338,0.0017361651,0.000421517,0.00061495276,0.00037358198,0.00023926512,0.042962685],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99782383,0.00004797484,0.00043161755,0.0008429095,0.00049176294,0.00036191658],"domain_scores_gemma":[0.9983303,0.0002345428,0.0002743805,0.00076092564,0.00019753605,0.00020233555],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003582886,0.00046201682,0.00035621994,0.000560223,0.00020247929,0.00031318452,0.0008319107,0.00034768213,0.000031314157],"category_scores_gemma":[0.00017881313,0.00049450353,0.00013813701,0.00035547037,0.000034063887,0.00030730115,0.0002975089,0.00037042622,0.000111238536],"study_design_candidate":"theoretical_or_conceptual","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":[0.000005741655,0.000048304253,0.00002324473,0.00010147446,0.000055672026,0.0000044225785,0.00037883763,0.0014417745,0.000011994599,0.93985564,0.003659012,0.05441386],"study_design_scores_gemma":[0.00016335673,0.00018956992,0.000014075871,0.00015358216,0.000048618058,0.00009015565,0.0000051240354,0.014157643,0.00006308456,0.03452957,0.9495484,0.001036827],"about_ca_topic_score_codex":0.0000046191694,"about_ca_topic_score_gemma":0.0000013909201,"teacher_disagreement_score":0.94588935,"about_ca_system_score_codex":0.00015884383,"about_ca_system_score_gemma":0.00013000928,"threshold_uncertainty_score":0.9997507},"labels":[],"label_agreement":null},{"id":"W2560868365","doi":"10.1109/vissoft.2016.18keywords:","title":"Merge-Tree: Visualizing the Integration of Commits into Linux","year":2016,"lang":"en","type":"article","venue":"Software Visualization","topic":"Software Engineering Research","field":"Computer Science","cited_by":2,"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 Victoria","funders":"","keywords":"Commit; Computer science; Linux kernel; Operating system; Merge (version control); Programming language; Database; Parallel computing","score_opus":0.026638951978745665,"score_gpt":0.325634247231876,"score_spread":0.29899529525313034,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2560868365","genre_codex":"methods","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":[0.033912398,0.00017361852,0.9643106,0.00046101937,0.00039502172,0.00020954439,0.0000020603563,0.0005115838,0.000024195124],"genre_scores_gemma":[0.97946256,0.000055391523,0.020025712,0.00007676878,0.00008658715,0.00003652536,0.000009455882,0.000028083256,0.00021892424],"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9983027,0.0001775838,0.0003620703,0.00031624816,0.0005881299,0.0002532676],"domain_scores_gemma":[0.9972983,0.0013836139,0.0001470463,0.00067286956,0.0004292145,0.000068939946],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007027498,0.00015587946,0.00016148861,0.00023173275,0.00014914121,0.000082333805,0.0008968696,0.00009129646,0.000021293707],"category_scores_gemma":[0.0037629658,0.00009247725,0.000067543784,0.0010994775,0.000091044625,0.0006199938,0.00027398078,0.00008778047,0.000047385012],"study_design_candidate":"bench_or_experimental","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":[0.000023207089,0.00016820803,0.060085002,0.00013544579,0.00007350158,0.000004759021,0.006257296,0.00023146659,0.054834098,0.1849463,0.0040302617,0.6892105],"study_design_scores_gemma":[0.0031047661,0.0012050866,0.20299034,0.0020053901,0.000069752605,0.000035825942,0.00042423265,0.08346412,0.6423536,0.03981466,0.022599565,0.0019326636],"about_ca_topic_score_codex":0.00006278062,"about_ca_topic_score_gemma":0.00003669652,"teacher_disagreement_score":0.94555014,"about_ca_system_score_codex":0.00010363962,"about_ca_system_score_gemma":0.00008915977,"threshold_uncertainty_score":0.45048934},"labels":[],"label_agreement":null}]}