{"id":"W4399163374","doi":"10.1139/cjce-2023-0486","title":"Strategies to alleviate Canada’s impending construction labour shortage: a critical review","year":2024,"lang":"en","type":"review","venue":"Canadian Journal of Civil Engineering","topic":"Occupational Health and Safety Research","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Kelowna General Hospital; University of Calgary; SAIT Polytechnic; Okanagan University College; University of British Columbia, Okanagan Campus; University of British Columbia","funders":"Environment and Climate Change Canada","keywords":"Economic shortage; Government (linguistics); Indigenous; Business; Construction industry; Economic growth; Economics; Engineering","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":true,"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":[0.005563616,0.001049983,0.001937661,0.009974849,0.002215737,0.003530534,0.002664921,0.00206065,0.003597665],"category_scores_gemma":[0.01193919,0.0006047855,0.00133763,0.01203269,0.001524225,0.001750564,0.001272639,0.002078576,0.0005314053],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01725539,"about_ca_system_score_gemma":0.1056385,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.4915723,"about_ca_topic_score_gemma":0.7191624,"domain_scores_codex":[0.997934,0.0003636929,0.0002961773,0.0001444789,0.001026994,0.0002346271],"domain_scores_gemma":[0.9885598,0.00402957,0.0007937412,0.0001254707,0.005927357,0.000564076],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00008655024,0.0000681766,0.001032409,0.1810436,0.0004651966,0.0003194296,0.001193888,0.0005590318,0.0003413612,0.007444639,0.09176352,0.7156823],"study_design_scores_gemma":[0.00001635924,0.00006443301,0.002926219,0.1633278,0.001009617,0.0003187819,0.001386711,0.0001474649,0.0002326333,0.0009823903,0.8295289,0.00005863678],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001392803,0.9970099,0.00005892121,0.001681015,0.0002527456,0.00002610631,0.0000514931,0.000005259353,0.0007751986],"genre_scores_gemma":[0.001568742,0.9974017,0.0001666445,0.0005702875,0.00006999209,0.00001491157,0.00003698228,0.000001834654,0.0001689481],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.5084277,"threshold_uncertainty_score":0.977422,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09240272648765137,"score_gpt":0.4570224654271546,"score_spread":0.3646197389395032,"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."}}