{"id":"W4220683549","doi":"10.1061/9780784483961.068","title":"A Framework to Enhance Utilization of Automated Progress Measurements in Construction Projects","year":2022,"lang":"en","type":"article","venue":"Construction Research Congress 2022","topic":"BIM and Construction Integration","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Baseline (sea); Automation; Process (computing); Computer science; Work (physics); Systems engineering; Measure (data warehouse); Engineering; Data mining","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":[0.02044607,0.001931431,0.000937729,0.007346946,0.001717861,0.005969034,0.003818352,0.002419848,0.002376004],"category_scores_gemma":[0.0209834,0.0014539,0.002396048,0.004416931,0.003272905,0.009829874,0.006012911,0.002200776,0.001216007],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002657685,"about_ca_system_score_gemma":0.006621227,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01073779,"about_ca_topic_score_gemma":0.01188491,"domain_scores_codex":[0.9868794,0.006163547,0.001735023,0.001858115,0.002639929,0.0007239921],"domain_scores_gemma":[0.988896,0.004732597,0.00138383,0.001992987,0.00246131,0.0005332524],"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":[0.0001223829,0.000501064,0.007247686,0.001185937,0.0001252713,0.001170827,0.009132911,0.06220679,0.00840924,0.6045269,0.006906139,0.2984648],"study_design_scores_gemma":[0.0001155676,0.0004653137,0.005455447,0.002332994,0.0002884939,0.001936361,0.003819196,0.498964,0.01472453,0.2118687,0.2596488,0.0003807415],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.002319476,0.00009287037,0.9922025,0.0002543773,0.00001828468,0.0003704087,0.00009478348,0.001471194,0.003176081],"genre_scores_gemma":[0.02919666,0.0001283363,0.9692875,0.00003774597,0.00001120353,0.000394294,0.0002933676,0.00009427251,0.0005566029],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.02044607,"threshold_uncertainty_score":0.1081305,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07787637593503761,"score_gpt":0.3790247827063963,"score_spread":0.3011484067713587,"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."}}