{"id":"W2885253851","doi":"10.5539/ibr.v11n9p51","title":"Integrative Leadership Measure: Construct Development and Content Validity","year":2018,"lang":"en","type":"article","venue":"International Business Research","topic":"Organizational Leadership and Management Strategies","field":"Business, Management and Accounting","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Transformational leadership; Conceptualization; Transactional leadership; Psychology; Construct (python library); Content validity; Construct validity; Leadership style; Validity; Set (abstract data type); Servant leadership; Reliability (semiconductor); Social psychology; Computer science; Psychometrics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.01098117,0.0003671402,0.0007415942,0.00310059,0.0008534225,0.001372759,0.0009058637,0.0004008936,0.003535092],"category_scores_gemma":[0.03253697,0.000222784,0.0007822202,0.002955037,0.0008132976,0.001322772,0.001958973,0.0009334254,0.0006386547],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001187569,"about_ca_system_score_gemma":0.003815924,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008375248,"about_ca_topic_score_gemma":0.001677155,"domain_scores_codex":[0.9921373,0.002381947,0.0008366795,0.0004080609,0.003967043,0.0002689773],"domain_scores_gemma":[0.9779366,0.008609211,0.002415053,0.001291549,0.008923846,0.000823657],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0003211941,0.001482379,0.3536893,0.001477339,0.0003248879,0.0002014339,0.007537617,0.001738966,0.006408646,0.0180738,0.008014151,0.6007302],"study_design_scores_gemma":[0.0002491018,0.002792806,0.8855509,0.00164352,0.0004031808,0.0009451136,0.01183947,0.02076161,0.0107745,0.01802034,0.04687634,0.0001431753],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.8344061,0.001517811,0.09628064,0.002026985,0.0003033162,0.009097014,0.001779554,0.0006350978,0.05395343],"genre_scores_gemma":[0.8678623,0.0006592504,0.117445,0.0002652135,0.0001260263,0.009149766,0.001401518,0.0000794754,0.003011449],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.01098117,"threshold_uncertainty_score":0.05807471,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4242277185085022,"score_gpt":0.3493542117952605,"score_spread":0.07487350671324167,"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."}}