{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.009997554,0.0004703843,0.0009090902,0.001860462,0.01531029,0.005706562,0.001220218,0.001369076,0.003842962],"category_scores_gemma":[0.01514819,0.0007832499,0.0003007511,0.002452104,0.009255824,0.003809933,0.003630756,0.003385926,0.0005271427],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006413811,"about_ca_system_score_gemma":0.006990113,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01370369,"about_ca_topic_score_gemma":0.02313996,"domain_scores_codex":[0.989226,0.00787417,0.0001977472,0.0003316247,0.0006623344,0.00170805],"domain_scores_gemma":[0.9847343,0.01151208,0.0008928472,0.000234205,0.0009712917,0.001655251],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00003532172,0.0001127848,0.006147162,0.00006434836,0.000003013542,0.0004044591,0.9866698,0.00002157407,0.0006202777,0.00123693,0.0005683987,0.004116014],"study_design_scores_gemma":[0.000002818305,0.00005334768,0.001670563,0.00004984016,0.000001956,0.00007008028,0.9925845,0.00002902538,0.0001584228,0.0001026507,0.005270824,0.000005953654],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9888248,0.0007837184,0.001195638,0.003630041,0.00009915234,0.0001361631,0.00008132422,0.0000165671,0.005232631],"genre_scores_gemma":[0.9937819,0.0007579224,0.0003558219,0.001019834,0.00003184385,0.0001615626,0.00002934231,0.0000198388,0.003841979],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01531029,"threshold_uncertainty_score":0.05287278,"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."}}