{"id":"W4385723933","doi":"10.1108/ecam-05-2022-0394","title":"Facilitating the building commissioning process using building information modeling: an action-research project","year":2023,"lang":"en","type":"article","venue":"Engineering Construction & Architectural Management","topic":"BIM and Construction Integration","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"École de Technologie Supérieure","funders":"","keywords":"Project commissioning; Building information modeling; Process (computing); Action research; Action plan; Plan (archaeology); Process management; Engineering; Systems engineering; Computer science; Engineering management; Publishing; Operations management; Management","routes":{"ca_aff":true,"ca_fund":false,"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":[],"consensus_categories":[],"category_scores_codex":[0.05630069,0.001613309,0.0006724176,0.001958634,0.004642101,0.005694867,0.002770514,0.003385268,0.00300922],"category_scores_gemma":[0.02748561,0.0009567752,0.001101778,0.002243102,0.004473894,0.005361684,0.007342548,0.004048727,0.0007442682],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006052738,"about_ca_system_score_gemma":0.02663814,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005749042,"about_ca_topic_score_gemma":0.006096005,"domain_scores_codex":[0.9533694,0.03808659,0.001116376,0.001329329,0.003704836,0.002393486],"domain_scores_gemma":[0.9676191,0.0189815,0.001636168,0.004090125,0.004247399,0.003425755],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.001325063,0.0362609,0.02021776,0.004652955,0.0001815111,0.003121035,0.1685241,0.04244885,0.03356251,0.07107096,0.01491357,0.6037208],"study_design_scores_gemma":[0.002274611,0.01753855,0.02789515,0.005249321,0.0005778983,0.003259022,0.3580978,0.1178741,0.1048684,0.04416268,0.3174919,0.00071056],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7278607,0.0008055373,0.2045901,0.009555661,0.0002530784,0.02046355,0.0008524501,0.00110611,0.03451279],"genre_scores_gemma":[0.5221156,0.0008956351,0.4651053,0.0007587291,0.00003378488,0.005613177,0.0007325226,0.0001977457,0.004547497],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05630069,"threshold_uncertainty_score":0.2977501,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06907814646562467,"score_gpt":0.3449421983616929,"score_spread":0.2758640518960683,"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."}}