{"id":"W7112021005","doi":"","title":"Investigating the Benefits of BIM for Mid-Rise Timber Buildings in Canada: A Qualitative Study","year":2021,"lang":"en","type":"article","venue":"Pure (Coventry University)","topic":"BIM and Construction Integration","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Prefabrication; Process (computing); SAFER; Documentation; Demolition; Resource (disambiguation); Quality (philosophy); Building information modeling; Production (economics)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0113295,0.0004220733,0.0006548261,0.002274994,0.02258042,0.005885573,0.002359074,0.001522857,0.003309855],"category_scores_gemma":[0.01400716,0.0006495134,0.0003579599,0.003961828,0.01191926,0.002463839,0.006288731,0.00285956,0.0002423507],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.07660119,"about_ca_system_score_gemma":0.1015765,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.919776,"about_ca_topic_score_gemma":0.9637924,"domain_scores_codex":[0.9928397,0.002868383,0.0002027043,0.000475595,0.00186882,0.001744723],"domain_scores_gemma":[0.9866707,0.005974067,0.0007375971,0.0003343311,0.0039484,0.002334906],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00002948034,0.00006190731,0.007831528,0.0001101238,0.000004227414,0.0007116167,0.9814933,0.0001191572,0.000609907,0.002798453,0.0007923066,0.005437963],"study_design_scores_gemma":[0.000001818474,0.00001244343,0.004026794,0.0001045907,0.000003060796,0.00006731717,0.9883017,0.0001813512,0.0001275933,0.0001195954,0.007040748,0.00001309386],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9863955,0.0003634445,0.0008270387,0.002292939,0.00001995781,0.0001832349,0.0001415958,0.00001120123,0.009765062],"genre_scores_gemma":[0.9959059,0.0003811243,0.000609805,0.0003585296,0.000002334439,0.00008905523,0.00004196158,0.00001459613,0.002596665],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08022404,"threshold_uncertainty_score":0.5557832,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01697557723118748,"score_gpt":0.213945588766635,"score_spread":0.1969700115354475,"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."}}