{"meta":{"query_hash":"c1d75f8f5787","filters":{"venue":"Roczniki Kolegium Analiz Ekonomicznych"},"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/c1d75f8f5787","api":"https://metacan.xera.ac/api/v1/cohort?venue=Roczniki+Kolegium+Analiz+Ekonomicznych"},"results":[{"id":"W2737645778","doi":"","title":"Real Time Software Energy Consumption Measurement in the Context of Green Software","year":2016,"lang":"pl","type":"article","venue":"Roczniki Kolegium Analiz Ekonomicznych","topic":"Green IT and Sustainability","field":"Engineering","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":"École de Technologie Supérieure","funders":"","keywords":"Computer science; Energy consumption; Software; Software analytics; Workflow; Context (archaeology); Software development; Software construction; Software measurement; Software sizing; Database; Operating system; Engineering","score_opus":0.018046772493820057,"score_gpt":0.21499046747597123,"score_spread":0.19694369498215117,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2737645778","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":[0.96480477,0.0035159884,0.021918267,0.0028784142,0.0018282643,0.0016700514,0.00062685186,0.0004971906,0.002260179],"genre_scores_gemma":[0.9974778,0.00064193504,0.00021118006,0.0001390565,0.000424932,0.00008797061,0.000036142887,0.0000992388,0.0008817338],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.995598,0.0005483097,0.0013312877,0.000763983,0.0007616019,0.0009967948],"domain_scores_gemma":[0.9971766,0.0005501374,0.00034987132,0.001249469,0.0004651234,0.00020881968],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0017922354,0.00067460607,0.00095373235,0.0003631564,0.00015058648,0.00006927074,0.00092535326,0.0004481941,0.0005403675],"category_scores_gemma":[0.0002876986,0.00049850106,0.0004245718,0.0003644428,0.00031778234,0.0003794748,0.00017128544,0.0002993201,0.00021203456],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0017808569,0.0015508252,0.59060425,0.0036981676,0.0016114253,0.00020601529,0.012908967,0.0012187258,0.010872081,0.010975624,0.04464587,0.3199272],"study_design_scores_gemma":[0.016791206,0.0014631472,0.7994574,0.0035275836,0.0012634395,0.000100313635,0.006198617,0.0058747493,0.0068780603,0.005334871,0.14782833,0.0052823266],"about_ca_topic_score_codex":0.008303254,"about_ca_topic_score_gemma":0.0047529116,"teacher_disagreement_score":0.31464484,"about_ca_system_score_codex":0.0015301884,"about_ca_system_score_gemma":0.00037108743,"threshold_uncertainty_score":0.9997467},"labels":[],"label_agreement":null},{"id":"W2739015512","doi":"","title":"Combining Qualitative and Quantitative Software Process Evaluation: A Proposed Approach","year":2016,"lang":"en","type":"article","venue":"Roczniki Kolegium Analiz Ekonomicznych","topic":"Software Engineering Research","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":"Université de Sherbrooke; Université du Québec à Montréal","funders":"","keywords":"Capability Maturity Model Integration; Computer science; Personal software process; Software engineering; Process (computing); Software Engineering Process Group; Software development process; Software development; Scope (computer science); Software; Verification and validation; Software project management; Process management; Software construction; Engineering; Operations management; Operating system","score_opus":0.06098973076182307,"score_gpt":0.3610039828450392,"score_spread":0.30001425208321614,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2739015512","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":[0.18327153,0.00053333025,0.81295073,0.000888967,0.000321046,0.0008206599,0.00001422926,0.0004863634,0.00071315776],"genre_scores_gemma":[0.93550307,0.000017934593,0.06380046,0.00007449136,0.00009949726,0.00021878879,0.00000911839,0.000044100758,0.00023253413],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9965328,0.0004955709,0.00045577288,0.0010591929,0.00081013574,0.000646502],"domain_scores_gemma":[0.996252,0.0019131642,0.00019152364,0.00073000166,0.0006417575,0.00027157165],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.002419021,0.00035257995,0.000415346,0.00037690246,0.00024612286,0.00026381353,0.0009948098,0.00012892605,0.00002286104],"category_scores_gemma":[0.0020971484,0.0002723021,0.00008652366,0.0007138968,0.00022510813,0.0012050511,0.00033618428,0.00022253068,0.00006671662],"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":[0.0007437554,0.0017056675,0.07714334,0.0017733519,0.0016800988,0.00009372167,0.23918983,0.004081425,0.0051040323,0.48887506,0.0079233395,0.17168638],"study_design_scores_gemma":[0.03254044,0.004871424,0.13737291,0.0026068601,0.0004378813,0.0005225896,0.037418667,0.6374717,0.013940736,0.113536865,0.009551434,0.00972851],"about_ca_topic_score_codex":0.00003979047,"about_ca_topic_score_gemma":0.000006924639,"teacher_disagreement_score":0.75223154,"about_ca_system_score_codex":0.0002754233,"about_ca_system_score_gemma":0.00048271485,"threshold_uncertainty_score":0.99997294},"labels":[],"label_agreement":null},{"id":"W2741187818","doi":"","title":"An Architecture for Effort Estimation of Solutions Based on Open Source","year":2017,"lang":"pl","type":"article","venue":"Roczniki Kolegium Analiz Ekonomicznych","topic":"Software Engineering Research","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":"École de Technologie Supérieure","funders":"","keywords":"Computer science; Open source; Open source software; Architecture; Software; Estimation; Software engineering; Software development; Operating system; Systems engineering; Engineering","score_opus":0.039987341436506556,"score_gpt":0.3298549548518306,"score_spread":0.289867613415324,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2741187818","genre_codex":"methods","genre_gemma":"empirical","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":[0.03791492,0.00007640462,0.9558343,0.0022230125,0.0012014856,0.00174696,0.00016929244,0.00016371798,0.0006698587],"genre_scores_gemma":[0.9548071,0.000005961243,0.04357148,0.00017586105,0.000501363,0.00020556862,0.00007405049,0.00009592052,0.00056271104],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99633265,0.00013455693,0.00069129874,0.001224701,0.0005569522,0.0010598424],"domain_scores_gemma":[0.99413425,0.00094786205,0.0006368571,0.0035580462,0.0002765512,0.00044646172],"candidate_categories":["metaepi_narrow","sts","scholarly_communication","open_science"],"consensus_categories":[],"category_scores_codex":[0.0017912296,0.0005112685,0.00071094476,0.0005274259,0.001458694,0.001963615,0.0068529425,0.00030508573,0.00003892287],"category_scores_gemma":[0.0011141339,0.0005553559,0.0003196532,0.0002603841,0.00028628847,0.001121659,0.001068841,0.00046944743,0.00005379973],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00035241334,0.00059782027,0.0061647166,0.000359465,0.00012011276,0.0000064941287,0.0005297272,0.92336494,0.00034108557,0.0075057778,0.0048339283,0.055823497],"study_design_scores_gemma":[0.0018498589,0.00097459933,0.056662347,0.00034297947,0.000059803057,0.0000059539184,0.000020173547,0.92759204,0.0010986711,0.0005620867,0.010277401,0.00055410416],"about_ca_topic_score_codex":0.000963591,"about_ca_topic_score_gemma":0.0001412494,"teacher_disagreement_score":0.9168922,"about_ca_system_score_codex":0.00030188597,"about_ca_system_score_gemma":0.00076214614,"threshold_uncertainty_score":0.9998413},"labels":[],"label_agreement":null},{"id":"W2745662907","doi":"","title":"Requirements Effort Estimation: The State of the Practice","year":2016,"lang":"pl","type":"article","venue":"Roczniki Kolegium Analiz Ekonomicznych","topic":"Software Engineering Research","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":"Computer Research Institute of Montréal","funders":"","keywords":"Estimation; Computer science; Project management; Software project management; Duration (music); Task (project management); Process (computing); Software development; Software; Productivity; Software development process; Process management; Engineering management; Business; Engineering; Systems engineering; Software construction; Economics","score_opus":0.021260365959203775,"score_gpt":0.2949084866774937,"score_spread":0.2736481207182899,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2745662907","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":[0.21719396,0.0032893342,0.7092122,0.051449347,0.012086729,0.002693675,0.00013672479,0.00039067667,0.003547391],"genre_scores_gemma":[0.99082184,0.00025483614,0.0028635373,0.0005044814,0.00042067544,0.000060473998,0.0000019405618,0.00006294074,0.005009281],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9955986,0.00043371803,0.00095574727,0.0008307837,0.0012421286,0.0009389932],"domain_scores_gemma":[0.99258375,0.003097158,0.00070448586,0.0028547088,0.000546707,0.00021316686],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0025209333,0.00044345384,0.00042710867,0.00018492798,0.00041823825,0.0003376414,0.003864182,0.00012760711,0.00006269034],"category_scores_gemma":[0.0025372615,0.0002379911,0.00030349247,0.0011137046,0.00045693477,0.0013912499,0.0015369405,0.00042626332,0.0004008667],"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":[0.0010693459,0.0019951095,0.10324947,0.001046769,0.003759635,0.00016613536,0.014135419,0.061832406,0.006544793,0.05611496,0.21280088,0.5372851],"study_design_scores_gemma":[0.005523094,0.0009025914,0.3384541,0.0020465096,0.0005180883,0.00030710804,0.0002474909,0.15354714,0.020361954,0.0044445214,0.47135758,0.00228984],"about_ca_topic_score_codex":0.00030970684,"about_ca_topic_score_gemma":0.000028609556,"teacher_disagreement_score":0.7736279,"about_ca_system_score_codex":0.00049735344,"about_ca_system_score_gemma":0.00078287744,"threshold_uncertainty_score":0.9704996},"labels":[],"label_agreement":null}]}