{"id":"W4393866255","doi":"10.3390/su16072959","title":"Engineering and Design for Sustainable Construction: A Bibliometric Analysis of Current Status and Future Trends","year":2024,"lang":"en","type":"article","venue":"Sustainability","topic":"Sustainable Building Design and Assessment","field":"Engineering","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Current (fluid); Engineering ethics; Engineering; Regional science; Management science; Risk analysis (engineering); Environmental planning; Construction engineering; Geography; Business; Electrical engineering","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["bibliometrics"],"consensus_categories":[],"category_scores_codex":[0.01234566,0.0005523739,0.001525275,0.190445,0.001397981,0.006910505,0.0007452506,0.0007917492,0.003975862],"category_scores_gemma":[0.05064976,0.0003132803,0.001460955,0.2797094,0.0009665273,0.005752188,0.002387274,0.000541019,0.0008266238],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003360404,"about_ca_system_score_gemma":0.00753719,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006854731,"about_ca_topic_score_gemma":0.009536541,"domain_scores_codex":[0.9863739,0.002140155,0.002895073,0.000923275,0.007158441,0.0005092025],"domain_scores_gemma":[0.9459429,0.0304281,0.007611581,0.001542344,0.01365267,0.0008223978],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0002426624,0.0001432567,0.2059461,0.03422501,0.001100411,0.0006253581,0.005866315,0.001673997,0.002073164,0.01494876,0.03404865,0.6991064],"study_design_scores_gemma":[0.00005833884,0.0002500617,0.6024569,0.01937401,0.002213041,0.001686518,0.01538174,0.005681362,0.002498565,0.009396154,0.3407973,0.0002060853],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4264959,0.3797078,0.01047328,0.01343538,0.0009034261,0.001045792,0.06892974,0.0006577421,0.09835094],"genre_scores_gemma":[0.692523,0.2464748,0.0205397,0.0006100397,0.0008416749,0.0008975806,0.03392642,0.0001599675,0.004026819],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.809555,"threshold_uncertainty_score":0.06529087,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0116640799110595,"score_gpt":0.2798816679481964,"score_spread":0.2682175880371369,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}