{"id":"W3154051909","doi":"10.1108/ci-11-2019-0118","title":"Construction productivity assessment on Brock Commons Tallwood House","year":2021,"lang":"en","type":"article","venue":"Construction Innovation","topic":"BIM and Construction Integration","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria; École de Technologie Supérieure; University of British Columbia","funders":"","keywords":"Schedule; Productivity; Prefabrication; Originality; Engineering; Integrated project delivery; Architectural engineering; Process (computing); Project management; Construction management; Construction engineering; Civil engineering; Computer science; Systems engineering; Qualitative research","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":[0.001589983,0.0004346123,0.0002660118,0.003612831,0.00127356,0.001351204,0.0006672585,0.000276175,0.004361175],"category_scores_gemma":[0.003901651,0.0002151073,0.0002624016,0.002390098,0.0005667563,0.0004557154,0.0007776109,0.0003480409,0.0005551129],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004776827,"about_ca_system_score_gemma":0.00212146,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.08405946,"about_ca_topic_score_gemma":0.2145585,"domain_scores_codex":[0.998456,0.0002091356,0.00006022352,0.0001611651,0.0009304569,0.0001830138],"domain_scores_gemma":[0.9960639,0.0008065142,0.0004098275,0.0002034118,0.002182934,0.0003334791],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001252011,0.001333959,0.5086083,0.0006073642,0.00009496509,0.002468252,0.01614881,0.02669995,0.0418721,0.001857907,0.003820017,0.3952362],"study_design_scores_gemma":[0.00001405551,0.0009957842,0.9423965,0.00008028046,0.00004757123,0.0002263375,0.01905013,0.0175744,0.01260367,0.0002002424,0.006761979,0.00004905331],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.990388,0.00003947538,0.001561421,0.00002483127,0.000004395069,0.0001322488,0.000284421,0.00006231012,0.007502942],"genre_scores_gemma":[0.9913768,0.00005980154,0.003702227,0.000006435099,0.0000029737,0.00005436327,0.0004406797,0.00001979012,0.004336914],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9159405,"threshold_uncertainty_score":0.1671404,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01418041334257206,"score_gpt":0.2368840760331604,"score_spread":0.2227036626905883,"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."}}