{"id":"W4413563270","doi":"10.47611/jsrhs.v13i4.8306","title":"The Influence of Female Corporate Leadership on the Profitability of Leading Canadian Businesses","year":2024,"lang":"en","type":"article","venue":"Journal of Student Research","topic":"Gender Diversity and Inequality","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Profitability index; Business; Business administration; Finance","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":[0.0009192391,0.0001860261,0.000209057,0.001676644,0.00455205,0.002318551,0.0005689871,0.0002586179,0.003060217],"category_scores_gemma":[0.005390146,0.00009414581,0.0001941239,0.002093774,0.001267445,0.0004557432,0.001114671,0.0005652342,0.000260276],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02187327,"about_ca_system_score_gemma":0.02607412,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9616515,"about_ca_topic_score_gemma":0.9837888,"domain_scores_codex":[0.9984285,0.0001505948,0.00002472108,0.00008422295,0.0006979931,0.0006139195],"domain_scores_gemma":[0.9949523,0.0006038136,0.0008640021,0.00009788694,0.00179185,0.001690122],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001361078,0.00004554466,0.9512152,0.00002625481,0.0000239938,0.0002972299,0.006825767,0.0002389225,0.00041713,0.002176875,0.003895062,0.03470184],"study_design_scores_gemma":[0.000001476025,0.00001612006,0.9872869,0.00002854414,0.000006955567,0.0000503827,0.008677211,0.000153369,0.00007836948,0.0000960278,0.003592469,0.0000120816],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9789559,0.0004521476,0.00005357435,0.0009516234,0.0000192264,0.00000878791,0.0003569255,0.000004695838,0.01919711],"genre_scores_gemma":[0.9983546,0.0002146558,0.00003496208,0.00003827592,0.000006524775,0.000001818044,0.00008148517,0.000001961493,0.001265822],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0383485,"threshold_uncertainty_score":0.1587024,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.7448687368485445,"score_gpt":0.4913513543629457,"score_spread":0.2535173824855987,"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."}}