{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":1,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":1,"direct_label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline (scores rank; they never assert a category)","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12","author_layer_release":"2026-06-26"},"query_hash":"3817de4bdc47","filters":{"venue":"Journal of Construction Engineering Management & 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,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"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","authors":[{"name":"Alaeldin Suliman","is_ca":true},{"name":"Trevor Hanson","is_ca":true},{"name":"Mónica Wachowicz","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0400125002926784,"gpt":0.2588547905089333,"spread":0.2188422902162549,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.009678476,0.002022012,0.0007372884,0.01543416,0.00292433,0.01010428,0.004356014,0.002737899,0.005584001],"category_scores_gemma":[0.01220746,0.0009896471,0.003475906,0.009327727,0.004824835,0.01312503,0.006346179,0.003037592,0.001189882],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006689007,"about_ca_system_score_gemma":0.009057018,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02183354,"about_ca_topic_score_gemma":0.0245422,"domain_scores_codex":[0.9915714,0.003680782,0.001181419,0.001035633,0.001951895,0.0005788218],"domain_scores_gemma":[0.993874,0.003083535,0.0006979024,0.0007245478,0.001160062,0.0004599394],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00004413538,0.0002959676,0.004249651,0.0007684595,0.00008876624,0.001723681,0.01499808,0.01862299,0.002237361,0.8569244,0.007718731,0.09232796],"study_design_scores_gemma":[0.00006063546,0.00009925885,0.003937469,0.002666565,0.0001512514,0.002213445,0.02175055,0.137039,0.003353331,0.5277474,0.3007986,0.0001824863],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.009892328,0.0006713919,0.9521892,0.002901159,0.00008990127,0.001921951,0.001379433,0.001486041,0.02946857],"genre_scores_gemma":[0.0843049,0.0006851964,0.9080439,0.0002190105,0.00002652961,0.001652652,0.002569468,0.0001380311,0.002360215],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.02183354,"threshold_uncertainty_score":0.05118525,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}