{"meta":{"query_hash":"83eaf9eb934e","filters":{"venue":"2022 IEEE International Smart Cities Conference (ISC2)"},"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/83eaf9eb934e","api":"https://metacan.xera.ac/api/v1/cohort?venue=2022+IEEE+International+Smart+Cities+Conference+%28ISC2%29"},"results":[{"id":"W4308087270","doi":"10.1109/isc255366.2022.9922132","title":"An Ontological Approach to Analysing Social Service Provisioning","year":2022,"lang":"en","type":"article","venue":"2022 IEEE International Smart Cities Conference (ISC2)","topic":"Smart Cities and Technologies","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":"University of Toronto","funders":"","keywords":"Computer science; Key (lock); Ontology; SPARQL; Knowledge management; Stakeholder; Service (business); Context (archaeology); Data science; World Wide Web; Semantic Web; Process management; RDF; Computer security; Business","score_opus":0.04468992004098584,"score_gpt":0.2655595491684234,"score_spread":0.22086962912743754,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4308087270","genre_codex":"methods","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":[0.019925253,0.0005929949,0.92980915,0.003642108,0.000115117255,0.00038852156,0.0011196822,0.00037545938,0.044031672],"genre_scores_gemma":[0.33516642,0.0011119,0.65382165,0.0006842376,0.000100935424,0.0006202256,0.0020255963,0.00014862379,0.0063203373],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9960674,0.0015737918,0.00039250616,0.0003252619,0.0012406007,0.0004003225],"domain_scores_gemma":[0.9957468,0.002248509,0.00036682177,0.0007178407,0.0007233665,0.00019668177],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0052379593,0.00068793085,0.0005572248,0.0065644174,0.0034063223,0.0064185373,0.0020756272,0.0016328519,0.002795663],"category_scores_gemma":[0.008816058,0.00059561053,0.0018129521,0.007000944,0.0057763453,0.011273911,0.004847767,0.0024369436,0.00042489372],"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":[0.0000138010555,0.000041932683,0.0014664768,0.00010820064,0.000026971235,0.00032388236,0.004192301,0.006891127,0.0009831184,0.96541584,0.0014535944,0.019082839],"study_design_scores_gemma":[0.000012822496,0.000030210804,0.0017915465,0.00034097472,0.00007153348,0.0004757155,0.013854782,0.06315669,0.0022321793,0.793304,0.1246787,0.00005088419],"about_ca_topic_score_codex":0.029567152,"about_ca_topic_score_gemma":0.022484003,"teacher_disagreement_score":0.029567152,"about_ca_system_score_codex":0.0047840113,"about_ca_system_score_gemma":0.003984722,"threshold_uncertainty_score":0.058790088},"labels":[],"label_agreement":null},{"id":"W4308087395","doi":"10.1109/isc255366.2022.9921890","title":"Optimal Regulation of Prosumers and Consumers in Smart Energy Communities","year":2022,"lang":"en","type":"article","venue":"2022 IEEE International Smart Cities Conference (ISC2)","topic":"Smart Grid Energy Management","field":"Engineering","cited_by":4,"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 New Brunswick","funders":"","keywords":"Prosumer; Probabilistic logic; Photovoltaic system; Computer science; Environmental economics; Renewable energy; Business; Mathematical optimization; Engineering; Economics; Mathematics; Electrical engineering; Artificial intelligence","score_opus":0.02018313188344867,"score_gpt":0.21640207831201902,"score_spread":0.19621894642857035,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4308087395","genre_codex":"methods","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":[0.24564996,0.00023117174,0.74826515,0.0005285048,0.000039362225,0.00017490177,0.00006997469,0.00032687577,0.00471419],"genre_scores_gemma":[0.9488827,0.000076992044,0.049238462,0.00009822184,0.000017965518,0.00011981166,0.000042100703,0.000028502032,0.0014952682],"study_design_codex":"simulation_or_modeling","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9986029,0.00048080945,0.000046881385,0.00039224993,0.00024748722,0.00022962944],"domain_scores_gemma":[0.99524224,0.0029305373,0.00066289224,0.0002538385,0.00053279725,0.00037779252],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002246498,0.0008412436,0.0012498236,0.00046295187,0.001007367,0.0011908471,0.001923288,0.001099064,0.0016879981],"category_scores_gemma":[0.008242418,0.0005396257,0.00046342716,0.0005231874,0.0011517763,0.0021224075,0.0016888992,0.0010450598,0.00023919692],"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":[0.00030206708,0.00020452627,0.002186056,0.000054314933,0.00004371867,0.00009867171,0.0001917623,0.95170546,0.00457916,0.015334637,0.00077497226,0.02452461],"study_design_scores_gemma":[0.00003044254,0.000049258462,0.00019452396,0.0000035728,0.00000785868,0.000020790618,0.00006200732,0.9885656,0.00083079684,0.009921668,0.00030661747,0.000006794767],"about_ca_topic_score_codex":0.003068051,"about_ca_topic_score_gemma":0.0041751703,"teacher_disagreement_score":0.003068051,"about_ca_system_score_codex":0.0011508069,"about_ca_system_score_gemma":0.001214336,"threshold_uncertainty_score":0.011880755},"labels":[],"label_agreement":null}]}