{"id":"W7019541883","doi":"","title":"Governance of digital transformation efforts in the construction industry: Lessons from Canada","year":2022,"lang":"en","type":"other","venue":"Espace ÉTS (ETS)","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Corporate governance; Digital transformation; Information governance; Government (linguistics); Perspective (graphical); Work (physics)","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":[0.00316259,0.0003482266,0.0003256605,0.001830226,0.01489889,0.01511263,0.001709184,0.002704816,0.01209337],"category_scores_gemma":[0.008418441,0.0002771824,0.0003290473,0.004738993,0.009179648,0.002717119,0.005220871,0.002669587,0.0005031874],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.1654943,"about_ca_system_score_gemma":0.35541,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9938372,"about_ca_topic_score_gemma":0.9964143,"domain_scores_codex":[0.9942366,0.0006779124,0.00008638224,0.0003342823,0.001564171,0.003100624],"domain_scores_gemma":[0.9933301,0.001325213,0.0002693841,0.0003743082,0.002511419,0.002189598],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001143297,0.0001680778,0.02266031,0.0001706125,0.00003528264,0.0008910905,0.03032558,0.004844632,0.000669823,0.7632391,0.08193448,0.09494675],"study_design_scores_gemma":[0.0001085547,0.00005315252,0.07149382,0.0005310046,0.00005152216,0.0001328795,0.1204292,0.00407597,0.000934497,0.07076546,0.7313125,0.0001115569],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2231133,0.002849868,0.002861586,0.08403955,0.0001851091,0.0002575449,0.001149792,0.0001499914,0.6853932],"genre_scores_gemma":[0.8957675,0.001808627,0.001125355,0.002479712,0.00002565797,0.00005212318,0.0002913256,0.00008732729,0.09836241],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1654943,"threshold_uncertainty_score":0.9679084,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009034110343210507,"score_gpt":0.2245026280117004,"score_spread":0.2154685176684899,"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."}}