{"meta":{"query_hash":"3817de4bdc47","filters":{"venue":"Journal of Construction Engineering Management & Innovation"},"cohort_total":1,"direct_labels_cover":0,"predictions_cover":1,"exported":1,"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/3817de4bdc47","api":"https://metacan.xera.ac/api/v1/cohort?venue=Journal+of+Construction+Engineering+Management+%26+Innovation"},"results":[{"id":"W4390405395","doi":"10.31462/jcemi.2023.04239265","title":"A conceptual use-cases mapping framework for IoT-based smart building management","year":2023,"lang":"en","type":"article","venue":"Journal of Construction Engineering Management & Innovation","topic":"IoT and Edge/Fog Computing","field":"Computer Science","cited_by":0,"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 New Brunswick","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Computer science; Context (archaeology); Conceptual framework; Building automation; Enabling; Data science; Categorization; Process (computing); Knowledge management; Key (lock); Systems engineering; Process management; Artificial intelligence; Engineering; Computer security","score_opus":0.0400125002926784,"score_gpt":0.2588547905089333,"score_spread":0.2188422902162549,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4390405395","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":[0.009892328,0.0006713919,0.9521892,0.0029011585,0.00008990127,0.0019219511,0.0013794329,0.0014860405,0.029468566],"genre_scores_gemma":[0.0843049,0.00068519637,0.9080439,0.00021901047,0.000026529613,0.001652652,0.002569468,0.00013803113,0.0023602152],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9915714,0.003680782,0.0011814192,0.0010356333,0.001951895,0.00057882175],"domain_scores_gemma":[0.993874,0.003083535,0.0006979024,0.00072454783,0.0011600623,0.00045993945],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.009678476,0.002022012,0.00073728844,0.015434157,0.0029243298,0.010104275,0.004356014,0.0027378988,0.005584001],"category_scores_gemma":[0.012207464,0.0009896471,0.003475906,0.009327727,0.0048248353,0.013125033,0.006346179,0.0030375924,0.0011898822],"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":[0.00004413538,0.00029596762,0.0042496505,0.0007684595,0.00008876624,0.0017236809,0.014998082,0.018622993,0.0022373614,0.85692436,0.0077187307,0.09232796],"study_design_scores_gemma":[0.000060635455,0.00009925885,0.0039374693,0.0026665651,0.00015125137,0.0022134448,0.021750547,0.13703899,0.0033533312,0.5277474,0.30079862,0.00018248627],"about_ca_topic_score_codex":0.021833535,"about_ca_topic_score_gemma":0.024542196,"teacher_disagreement_score":0.021833535,"about_ca_system_score_codex":0.006689007,"about_ca_system_score_gemma":0.009057018,"threshold_uncertainty_score":0.05118525},"labels":[],"label_agreement":null}]}