{"id":"W4386481693","doi":"10.31124/advance.24085779","title":"Leadership Style as a Predictor of Employee Safety Performance in the Oil and Gas Industry.docx","year":2023,"lang":"en","type":"preprint","venue":"","topic":"Oil, Gas, and Environmental Issues","field":"Energy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Transformational leadership; Petroleum industry; Leadership style; Cronbach's alpha; Generalizability theory; Marketing; Business; Promotion (chess); Engineering; Service (business); Management; Statistics; Economics; Political science; Mathematics","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":[0.0007703347,0.0004551632,0.0004507594,0.001995539,0.0007251325,0.0009198534,0.001101592,0.0006242445,0.146725],"category_scores_gemma":[0.007049792,0.0002896053,0.0007804772,0.002147724,0.0002471073,0.001071305,0.0007309341,0.001259613,0.008291853],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001349951,"about_ca_system_score_gemma":0.002476968,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1269182,"about_ca_topic_score_gemma":0.2106819,"domain_scores_codex":[0.9996835,0.00005579443,0.00003570686,0.00002129669,0.0001029086,0.0001007273],"domain_scores_gemma":[0.9934635,0.004412015,0.0005828348,0.0001182714,0.0008589803,0.000564425],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001066438,0.0009763404,0.5171421,0.001703219,0.000199507,0.0006044029,0.002437526,0.001153222,0.000745158,0.0006953974,0.4143283,0.0589484],"study_design_scores_gemma":[0.0001970584,0.00026515,0.9825253,0.0005839485,0.0000572084,0.0001221679,0.003966975,0.002218733,0.0004317672,0.0002417838,0.009360803,0.00002906095],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6206553,0.00150645,0.001680475,0.008890462,0.001226812,0.001857234,0.3331794,0.0009529763,0.03005095],"genre_scores_gemma":[0.8569636,0.001325579,0.004014052,0.001242511,0.0003782453,0.003036185,0.06817107,0.0003172116,0.06455144],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.146725,"threshold_uncertainty_score":0.4908439,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06682691298205705,"score_gpt":0.2572725741041368,"score_spread":0.1904456611220797,"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."}}