{"meta":{"query_hash":"67cc28f030fe","filters":{"venue":"Proceedings. 27th International Conference on Software Engineering, 2005. ICSE 2005."},"cohort_total":5,"direct_labels_cover":0,"predictions_cover":5,"exported":5,"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/67cc28f030fe","api":"https://metacan.xera.ac/api/v1/cohort?venue=Proceedings.+27th+International+Conference+on+Software+Engineering%2C+2005.+ICSE+2005."},"results":[{"id":"W2186595108","doi":"10.1109/icse.2005.1553547","title":"Aspect-oriented programming and modular reasoning","year":2005,"lang":"en","type":"article","venue":"Proceedings. 27th International Conference on Software Engineering, 2005. ICSE 2005.","topic":"Advanced Software Engineering Methodologies","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":"University of British Columbia","funders":"","keywords":"Modular design; Property (philosophy); Computer science; Programming language; Interface (matter); Decomposition; Aspect-oriented programming; Theoretical computer science; Software; Epistemology","score_opus":0.026308533746410644,"score_gpt":0.27788843825532444,"score_spread":0.2515799045089138,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2186595108","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.005671973,0.0023896005,0.9681493,0.0031182482,0.00016908588,0.000092279726,0.00004008206,0.0005810457,0.019788427],"genre_scores_gemma":[0.22109577,0.004519758,0.761623,0.0015347067,0.0010059804,0.00035612815,0.0002200945,0.00037599026,0.009268574],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.995246,0.0017034054,0.00033153605,0.0008530257,0.0015521654,0.00031393513],"domain_scores_gemma":[0.99453616,0.003223623,0.0004247902,0.0011204632,0.00048062197,0.00021439059],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0067269164,0.0013119521,0.0008837125,0.0014570493,0.0013179492,0.004686491,0.0022659525,0.001658504,0.0033922973],"category_scores_gemma":[0.009915668,0.0013133142,0.0019867888,0.0013099343,0.008395045,0.008687131,0.004898316,0.005090082,0.0008030832],"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":[0.000014319788,0.000023009594,0.00014879301,0.000101837766,0.00003139899,0.00014525007,0.00055906654,0.0041899816,0.0004501908,0.9702178,0.0014236097,0.0226947],"study_design_scores_gemma":[0.000018076242,0.0000070313918,0.000040141855,0.000038016056,0.000011318071,0.00009317662,0.000034015553,0.0061141467,0.00034254187,0.9829202,0.010373955,0.000007442966],"about_ca_topic_score_codex":0.0013782425,"about_ca_topic_score_gemma":0.0010654056,"teacher_disagreement_score":0.0067269164,"about_ca_system_score_codex":0.0014367227,"about_ca_system_score_gemma":0.0015204201,"threshold_uncertainty_score":0.035575807},"labels":[],"label_agreement":null},{"id":"W4229595040","doi":"10.1109/icse.2005.1553593","title":"A cross-program investigation of students' perceptions of agile methods","year":2005,"lang":"en","type":"article","venue":"Proceedings. 27th International Conference on Software Engineering, 2005. ICSE 2005.","topic":"Software Engineering Techniques and Practices","field":"Computer Science","cited_by":20,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"Samsung Advanced Institute of Technology; University of Calgary","keywords":"Agile software development; Perception; Agile usability engineering; Preference; Extreme programming practices; Curriculum; Qualitative property; Computer science; Software; Data collection; Qualitative research; Knowledge management; Psychology; Engineering management; Software development; Software engineering; Engineering; Pedagogy; Software development process; Sociology","score_opus":0.03397287383513889,"score_gpt":0.3772895073979183,"score_spread":0.3433166335627794,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4229595040","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9990515,0.000020540483,0.00026014494,0.00006540775,0.0000044468957,0.000050034738,0.000014512666,0.000006410593,0.0005269556],"genre_scores_gemma":[0.99774134,0.00006813197,0.00061309716,0.00009318979,0.000004587097,0.00014338153,0.000034675075,0.00000626079,0.0012953355],"study_design_codex":"observational","study_design_gemma":"qualitative","domain_scores_codex":[0.99692,0.0011785257,0.00019945555,0.00029876907,0.00069476425,0.0007085794],"domain_scores_gemma":[0.98316723,0.0063380706,0.0022336547,0.00069113943,0.0033924552,0.0041775038],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0059748758,0.00043028567,0.00062939257,0.0017396268,0.0031397494,0.003020632,0.0006676049,0.0010085093,0.0027513392],"category_scores_gemma":[0.012871009,0.0006729657,0.00044559606,0.0012534364,0.0014891139,0.0016973626,0.002504366,0.0029177375,0.000679621],"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":[0.00049697334,0.01231178,0.54822475,0.00024061688,0.00005793367,0.000978753,0.36734936,0.0002425427,0.008429123,0.00072591915,0.0008070701,0.060135182],"study_design_scores_gemma":[0.000047083824,0.010028763,0.5329642,0.00011949135,0.00004154499,0.0006406124,0.44340247,0.00088420225,0.004035224,0.00041857857,0.007341874,0.00007584424],"about_ca_topic_score_codex":0.002482573,"about_ca_topic_score_gemma":0.0041676275,"teacher_disagreement_score":0.0059748758,"about_ca_system_score_codex":0.0011690625,"about_ca_system_score_gemma":0.0016470592,"threshold_uncertainty_score":0.03159851},"labels":[],"label_agreement":null},{"id":"W4240110559","doi":"10.1109/icse.2005.1553686","title":"What you always wanted to know about agile methods but did not dare to ask","year":2005,"lang":"en","type":"article","venue":"Proceedings. 27th International Conference on Software Engineering, 2005. ICSE 2005.","topic":"Software Engineering Techniques and Practices","field":"Computer Science","cited_by":1,"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; Popularity; Computer science; Agile Unified Process; Ask price; Agile usability engineering; Scrum; Software; Software engineering; Engineering management; Software development; Software development process; Engineering; Business; Political science","score_opus":0.03124974813268105,"score_gpt":0.329022362746772,"score_spread":0.29777261461409094,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4240110559","genre_codex":"commentary","genre_gemma":"commentary","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"commentary","genre_consensus":"commentary","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.007725407,0.11848884,0.102215186,0.5860094,0.06076137,0.0002622448,0.00041913814,0.0015240661,0.12259435],"genre_scores_gemma":[0.10573269,0.13029675,0.079532154,0.37585804,0.040594455,0.000545909,0.00068008184,0.0020139804,0.26474598],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9935122,0.0031283984,0.0003468402,0.0007574458,0.0017618418,0.00049323984],"domain_scores_gemma":[0.98808086,0.0039264807,0.0010242286,0.00091670087,0.0038782964,0.0021734396],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0066694464,0.0012426251,0.00084983907,0.0017098368,0.0039752387,0.0066150893,0.0012551778,0.004823961,0.021962656],"category_scores_gemma":[0.030652627,0.0006332289,0.0008340879,0.0017100151,0.004775782,0.021833679,0.004229898,0.009538086,0.01553736],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00014343804,0.00014428301,0.0034217054,0.0021683834,0.000091244954,0.0013357423,0.01585778,0.00040989785,0.003476566,0.06675448,0.51860917,0.38758734],"study_design_scores_gemma":[0.000015654035,0.000118727716,0.0007418718,0.0015418724,0.000018027276,0.002689558,0.0040144296,0.00020556613,0.0006592322,0.026956022,0.9629475,0.00009155068],"about_ca_topic_score_codex":0.0016084915,"about_ca_topic_score_gemma":0.0018092006,"teacher_disagreement_score":0.021962656,"about_ca_system_score_codex":0.0016334,"about_ca_system_score_gemma":0.002182271,"threshold_uncertainty_score":0.07347238},"labels":[],"label_agreement":null},{"id":"W4240736797","doi":"10.1109/icse.2005.1553554","title":"Using structural context to recommend source code examples","year":2005,"lang":"en","type":"article","venue":"Proceedings. 27th International Conference on Software Engineering, 2005. ICSE 2005.","topic":"Software Engineering Research","field":"Computer Science","cited_by":77,"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 British Columbia","funders":"","keywords":"Computer science; Programming language; Source code; Eclipse; Coding (social sciences); Code (set theory); Context (archaeology); Code review; Class (philosophy); Task (project management); Software engineering; Static program analysis; Artificial intelligence; Software development; Software","score_opus":0.06840004737661666,"score_gpt":0.31654824771238393,"score_spread":0.2481482003357673,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4240736797","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.53147113,0.0038574461,0.43431973,0.0013366725,0.00020300364,0.0009903619,0.004720969,0.011969677,0.0111309495],"genre_scores_gemma":[0.6418262,0.0009470137,0.34472927,0.00019073255,0.00008863647,0.00046111151,0.008907407,0.0005992816,0.0022503934],"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.998519,0.00033483547,0.00012054525,0.00038761736,0.0005604683,0.00007740232],"domain_scores_gemma":[0.9872869,0.007771716,0.0008959124,0.0008917568,0.00282727,0.0003264352],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0013668635,0.0009236082,0.00074928324,0.0116271665,0.00087604386,0.00139657,0.0012108161,0.0016063306,0.0025870833],"category_scores_gemma":[0.020001138,0.0006529509,0.00060267514,0.004178875,0.00042225886,0.0024113872,0.0010401069,0.0010226619,0.0013198063],"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":[0.00073263975,0.0007410059,0.12460185,0.0012764687,0.00026590537,0.0011610078,0.0024397953,0.02147619,0.016258748,0.0043565105,0.029398013,0.79729193],"study_design_scores_gemma":[0.00041258454,0.0007061492,0.066861145,0.0008933516,0.00072440127,0.0022913879,0.002704463,0.807664,0.029998349,0.023345968,0.06413507,0.0002631363],"about_ca_topic_score_codex":0.009186104,"about_ca_topic_score_gemma":0.03188726,"teacher_disagreement_score":0.0116271665,"about_ca_system_score_codex":0.00062802935,"about_ca_system_score_gemma":0.0015768396,"threshold_uncertainty_score":0.018265247},"labels":[],"label_agreement":null},{"id":"W4255759827","doi":"10.1109/icse.2005.1553657","title":"Human and social factors of software engineering","year":2005,"lang":"en","type":"article","venue":"Proceedings. 27th International Conference on Software Engineering, 2005. ICSE 2005.","topic":"Educational Innovations and Challenges","field":"Computer Science","cited_by":1,"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; Social software engineering; Software; Software engineering; Software development; Software construction; Programming language","score_opus":0.038873597265409794,"score_gpt":0.2805934247473161,"score_spread":0.2417198274819063,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4255759827","genre_codex":"commentary","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":[0.102590464,0.06441749,0.016213324,0.31151912,0.22940503,0.0052087903,0.004875739,0.00060994795,0.2651601],"genre_scores_gemma":[0.41397744,0.043334648,0.008796381,0.032527134,0.05564372,0.0055993567,0.009164572,0.0005141381,0.43044275],"study_design_codex":"not_applicable","study_design_gemma":"qualitative","domain_scores_codex":[0.99840444,0.00060320855,0.0001078709,0.00023584014,0.00026347555,0.00038517526],"domain_scores_gemma":[0.9964348,0.00081239373,0.000105750536,0.00016121079,0.0010436542,0.0014422212],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005039137,0.0022914438,0.00085269095,0.0011443666,0.0026490476,0.005557636,0.0024409578,0.003983946,0.04404926],"category_scores_gemma":[0.003985038,0.00042129832,0.001922469,0.0009861868,0.00085327664,0.0028420745,0.008161338,0.0052966718,0.009664687],"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":[0.0009638624,0.0013438829,0.0025140988,0.0024482762,0.0001508209,0.0013103484,0.0062107868,0.0015415512,0.006251013,0.0138040325,0.82837635,0.13508496],"study_design_scores_gemma":[0.0003208759,0.0018982037,0.015446393,0.003447562,0.00015093894,0.00048639707,0.021533024,0.0020108982,0.004002359,0.01227502,0.93821466,0.00021371458],"about_ca_topic_score_codex":0.0026996352,"about_ca_topic_score_gemma":0.0038113932,"teacher_disagreement_score":0.04404926,"about_ca_system_score_codex":0.0016802474,"about_ca_system_score_gemma":0.0024883447,"threshold_uncertainty_score":0.14735949},"labels":[],"label_agreement":null}]}