{"id":"W7133058744","doi":"","title":"Women as Ontario College Presidents and Vice Presidents: The Experiences that Positively Influenced Their Career Journey","year":2025,"lang":"","type":"dissertation","venue":"TSpace","topic":"Leadership, Courage, and Heroism Studies","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Theme (computing); Career development; Narrative; Context (archaeology); Career Pathways; Psychological resilience; Categorization; Feminism","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":[0.002577808,0.0005510348,0.0006380192,0.001250924,0.02226118,0.006556899,0.001016973,0.001421216,0.004471053],"category_scores_gemma":[0.006016078,0.000491611,0.0002945676,0.001692774,0.009233301,0.002842597,0.00520488,0.002671758,0.0004233798],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01968497,"about_ca_system_score_gemma":0.02500233,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.5476849,"about_ca_topic_score_gemma":0.812032,"domain_scores_codex":[0.9971337,0.0009216961,0.00005418406,0.000173809,0.0005843541,0.00113219],"domain_scores_gemma":[0.9953777,0.001057061,0.0005211069,0.00009121196,0.0008337739,0.002119078],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004731149,0.00001998257,0.009649983,0.00004948938,0.000005354756,0.000852612,0.9791164,0.00001726862,0.0004525069,0.001812915,0.004302378,0.003673798],"study_design_scores_gemma":[0.000002915896,0.00002456681,0.009248328,0.00006117031,0.000005172616,0.0001863531,0.9309267,0.00002323739,0.00008890701,0.0001206919,0.0592903,0.00002152258],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.9505215,0.001445301,0.0004823202,0.009443997,0.0004900325,0.0000806427,0.0002220321,0.00002166418,0.03729244],"genre_scores_gemma":[0.9826286,0.001199137,0.0002135748,0.001151724,0.00008986182,0.00005460103,0.0000815313,0.0000251133,0.01455581],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.4523151,"threshold_uncertainty_score":0.9099577,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0640967959902287,"score_gpt":0.3522726472009343,"score_spread":0.2881758512107056,"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."}}