{"id":"W2106384226","doi":"","title":"CASE STUDIES ON THE USE OF INFORMATION TECHNOLOGY IN THE CANADIAN CONSTRUCTION INDUSTRY","year":2004,"lang":"en","type":"article","venue":"Journal of Information Technology in Construction","topic":"BIM and Construction Integration","field":"Engineering","cited_by":53,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Documentation; Compendium; Engineering; Engineering management; Workflow; Architecture; Computer science; World Wide Web","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":[0.004169698,0.0006737072,0.0004926517,0.004596238,0.0187836,0.003385892,0.002315745,0.001886506,0.002972649],"category_scores_gemma":[0.01075573,0.0005326213,0.0004642261,0.01144805,0.003703748,0.001180135,0.002699389,0.0010709,0.0002586024],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.05758501,"about_ca_system_score_gemma":0.0393099,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9322919,"about_ca_topic_score_gemma":0.9814657,"domain_scores_codex":[0.992039,0.002836896,0.0003012196,0.0003076264,0.002743186,0.001772123],"domain_scores_gemma":[0.9900557,0.004478168,0.0005892446,0.0003834467,0.003556988,0.0009364468],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0005910911,0.001030009,0.1292113,0.001934852,0.0001425675,0.06178194,0.5511186,0.0168287,0.005112933,0.0359734,0.01895497,0.1773198],"study_design_scores_gemma":[0.00006186064,0.0003650835,0.08971134,0.001266576,0.0001214968,0.007089802,0.6940855,0.005529271,0.003952581,0.002027075,0.1956131,0.000176374],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9429134,0.001919972,0.003865757,0.001319331,0.00003427972,0.0008614803,0.0004794725,0.00002145133,0.04858495],"genre_scores_gemma":[0.978109,0.002709895,0.008165573,0.0002337476,0.000006379305,0.0003001748,0.0003819226,0.00001487158,0.01007843],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06770808,"threshold_uncertainty_score":0.4178104,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01800397573966054,"score_gpt":0.2245304942905523,"score_spread":0.2065265185508918,"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."}}