{"id":"W2274309964","doi":"10.82308/53853","title":"Leadership and information technology in higher education : a qualitative study of women administrators","year":2002,"lang":"en","type":"article","venue":"eScholarship@McGill (McGill)","topic":"Educational Technology and Optimization","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Qualitative research; Higher education; Public relations; Pedagogy; Information technology; Medical education; Psychology; Sociology; Political science; Medicine; Social science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006789147,0.0001764433,0.0002269957,0.0009133775,0.0002094184,0.000033542,0.0004991464,0.0002483217,0.00006883475],"category_scores_gemma":[0.0003314025,0.0001911962,0.00002092852,0.001626942,0.0001046758,0.002534431,0.0001418207,0.0003865188,0.00003211234],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003737534,"about_ca_system_score_gemma":0.00004041327,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002949593,"about_ca_topic_score_gemma":0.00002081154,"domain_scores_codex":[0.9983655,0.0002326741,0.0005037219,0.0003346058,0.000239816,0.0003236785],"domain_scores_gemma":[0.9988793,0.0001441337,0.0002761491,0.00041095,0.0001993358,0.00009009472],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00001119165,0.0008786059,0.0006956997,0.00003934161,0.00002435478,0.000001397159,0.002306242,0.00002406988,0.0002200471,0.9388491,0.000002803107,0.05694718],"study_design_scores_gemma":[0.00561287,0.003956047,0.03242903,0.0003235966,0.0000577309,0.00008246042,0.2275642,0.001226334,0.01312837,0.6963882,0.01727186,0.001959234],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9941425,0.00009571082,0.000006831272,0.001168057,0.0002261094,0.0003826729,0.00000942554,0.0001548141,0.003813909],"genre_scores_gemma":[0.9958463,0.00002337959,0.003401506,0.0002867799,0.000004776647,0.0001929335,0.000004629266,0.000008775149,0.0002309101],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2424608,"threshold_uncertainty_score":0.7796756,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04782031885740506,"score_gpt":0.2820436226491674,"score_spread":0.2342233037917624,"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."}}