{"id":"W4397025935","doi":"10.18848/2328-6261/cgp/v24i01/25-44","title":"Supplier Diversity Certification Success Factors: Survey of Women-owned Suppliers","year":2024,"lang":"en","type":"article","venue":"The International Journal of Organizational Diversity","topic":"Public Procurement and Policy","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba; University of Calgary","funders":"","keywords":"Certification; Diversity (politics); Business; Marketing; Economics; Management; Political 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":[0.002173593,0.0001252995,0.0001910875,0.001200126,0.0008913284,0.0006378402,0.0002925193,0.0002692909,0.002614362],"category_scores_gemma":[0.006025995,0.0002581176,0.000161913,0.001868717,0.0004397111,0.0008408336,0.0008785663,0.0003818106,0.0006583008],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008938471,"about_ca_system_score_gemma":0.001276073,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01357089,"about_ca_topic_score_gemma":0.02388805,"domain_scores_codex":[0.9991042,0.0003055623,0.00006769857,0.00009402036,0.0002469785,0.0001814612],"domain_scores_gemma":[0.9953986,0.001334453,0.001315467,0.0001555111,0.001072122,0.0007238995],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001459783,0.0000652606,0.99187,0.00001260985,0.000003589368,0.00007283555,0.004515236,0.00002443544,0.0002334199,0.00006855807,0.0002014029,0.002918012],"study_design_scores_gemma":[0.000002902435,0.0002125444,0.9729232,0.00002138635,0.000004203911,0.0001656996,0.02459284,0.0001220739,0.0001956929,0.00004797125,0.001706161,0.00000519386],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.998871,0.00004518083,0.00007805015,0.00007463147,0.000001139548,0.00001400166,0.0001231242,0.000001220929,0.0007916144],"genre_scores_gemma":[0.9985768,0.0001182693,0.0001495902,0.00006237691,0.000003014232,0.00003239833,0.0001828739,0.000001574156,0.0008732104],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01357089,"threshold_uncertainty_score":0.0269838,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03408351529350875,"score_gpt":0.2431572758037011,"score_spread":0.2090737605101923,"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."}}