{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0009914906,0.0001834428,0.0001523607,0.0006482469,0.0004310875,0.0007942574,0.0004537996,0.00006951204,0.0007937517],"category_scores_gemma":[0.001059297,0.0001548998,0.00002449384,0.0009376276,0.0007361289,0.00126378,0.0003592597,0.0002255541,0.0008042727],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001019236,"about_ca_system_score_gemma":0.0001213005,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002663433,"about_ca_topic_score_gemma":0.000293957,"domain_scores_codex":[0.9978683,0.00003554894,0.0002672769,0.000397111,0.00105467,0.000377109],"domain_scores_gemma":[0.9958025,0.0001228451,0.00009443641,0.0001460487,0.003810874,0.00002333923],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.0005139383,0.0003716311,0.1728556,0.0004773197,0.0004149997,0.0000666208,0.001334678,0.000006065348,0.003268023,0.7432675,0.04311017,0.03431347],"study_design_scores_gemma":[0.00174592,0.00003579137,0.5735224,0.0004437683,0.0000328741,0.00001872494,0.02057095,0.000399566,0.003882728,0.01324969,0.3853381,0.000759449],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5676742,0.0002035631,0.009425979,0.05445788,0.003388919,0.001087265,0.0000114428,0.0003944323,0.3633563],"genre_scores_gemma":[0.9933465,0.00001000365,0.0005051753,0.001140878,0.001906841,0.00003085596,0.00006392968,0.00002422437,0.002971627],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7300178,"threshold_uncertainty_score":0.9999737,"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."}}