{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0147717,0.00004737308,0.0001304697,0.0001565916,0.0007378828,0.0001512781,0.0008054965,0.00004319402,0.00004844779],"category_scores_gemma":[0.00153701,0.00002575809,0.00007200518,0.0008083223,0.0009679935,0.0001932814,0.00007188159,0.0005036441,0.00001293967],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002538287,"about_ca_system_score_gemma":0.001659605,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.03210198,"about_ca_topic_score_gemma":0.04921123,"domain_scores_codex":[0.9968524,0.0009061255,0.0002893602,0.00008668805,0.001551936,0.0003135046],"domain_scores_gemma":[0.9967777,0.001518835,0.0001600756,0.0001494021,0.001279402,0.0001145642],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001163376,0.0001879517,0.7561579,0.0003615738,0.0001939339,0.00005473234,0.109601,0.0004302991,0.001362331,0.1243949,0.005349881,0.001789122],"study_design_scores_gemma":[0.0000850783,0.000211583,0.7914418,0.0002906505,0.00001391545,0.000001308459,0.1980101,0.00000448604,0.0008560422,0.003891492,0.005140201,0.00005334215],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9752375,0.0004305113,0.000001375284,0.02027804,0.0001406531,0.0001802592,0.00000405151,0.000002116669,0.003725429],"genre_scores_gemma":[0.9990198,0.0002526163,0.000003750449,0.00003247086,0.00008447738,0.000001241049,7.902302e-8,0.000002384665,0.0006031497],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1205034,"threshold_uncertainty_score":0.9743434,"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."}}