{"id":"W7127946319","doi":"10.22260/crc-csce-2025/0046","title":"The Significance of Project Manager Competencies in Recruitment: A Means of Supporting Success in the Construction Industry","year":2025,"lang":"","type":"article","venue":"","topic":"Construction Project Management and Performance","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Universitat Politècnica de Catalunya; RMIT University; Government of Canada","keywords":"Construction industry; Project manager; Construction management; Project management; Process (computing)","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01039856,0.0002728731,0.0005675217,0.001322127,0.0003483202,0.0002982131,0.001806558,0.0002232822,0.0003791078],"category_scores_gemma":[0.0009260607,0.00015666,0.0001648361,0.007663078,0.001524432,0.0006550813,0.000371954,0.0008017001,0.00000453897],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008353584,"about_ca_system_score_gemma":0.0006565663,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00192362,"about_ca_topic_score_gemma":0.005453343,"domain_scores_codex":[0.9939088,0.0009697406,0.002792566,0.0005846491,0.001230608,0.0005136611],"domain_scores_gemma":[0.9947891,0.002614934,0.00132782,0.0009073872,0.0003396141,0.00002116136],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002018828,0.0001216965,0.5496873,0.0002066592,0.00005712623,0.000004632014,0.004155248,0.0002866451,0.0001054221,0.1193564,0.0006902445,0.3251268],"study_design_scores_gemma":[0.003249969,0.0003306826,0.3057291,0.001393677,0.0001584981,0.00002268502,0.5431805,0.03438823,0.005239615,0.03063135,0.0749575,0.0007182003],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8724442,0.0004866138,0.001086088,0.004202405,0.001419544,0.00446042,0.00001786799,0.00001669512,0.1158662],"genre_scores_gemma":[0.9947241,0.0005832542,0.0006235094,0.0001333807,0.00002263801,0.0002038694,0.000001428234,0.000005594597,0.003702216],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5390252,"threshold_uncertainty_score":0.6388408,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1199673728840867,"score_gpt":0.4046517908583687,"score_spread":0.284684417974282,"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."}}