{"id":"W4405015349","doi":"10.2139/ssrn.4981866","title":"Why Corporate Boards Should Include LGBTQ+ People","year":2024,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"ICT Impact and Policies","field":"Engineering","cited_by":11,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Business","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":[0.01623102,0.0003262332,0.0004225936,0.001165408,0.007952456,0.007847342,0.001629212,0.009750919,0.05582802],"category_scores_gemma":[0.04916731,0.0006086825,0.0003916104,0.001068413,0.005878114,0.006786813,0.005109786,0.005685017,0.01143895],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00431554,"about_ca_system_score_gemma":0.01255542,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02442916,"about_ca_topic_score_gemma":0.0424693,"domain_scores_codex":[0.9821885,0.005200493,0.0003904197,0.001130377,0.003561028,0.007529145],"domain_scores_gemma":[0.9225404,0.01832392,0.004480692,0.003822177,0.01439324,0.03643959],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003004297,0.001074806,0.08850399,0.000436669,0.00005282184,0.000605126,0.01825638,0.0002814674,0.004389751,0.1062108,0.6257025,0.1541853],"study_design_scores_gemma":[0.0004380768,0.0005847258,0.1453763,0.001340114,0.0000918075,0.0006365497,0.04409486,0.0005049823,0.003306993,0.05003234,0.7534795,0.000113682],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.1863037,0.001557045,0.00543718,0.58191,0.005529393,0.0003926577,0.0002126193,0.000448926,0.2182083],"genre_scores_gemma":[0.6237796,0.0003485908,0.001933461,0.2734177,0.001161538,0.0003072963,0.000122135,0.0001634032,0.09876628],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.05582802,"threshold_uncertainty_score":0.1867633,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01578974681001762,"score_gpt":0.249953464588767,"score_spread":0.2341637177787494,"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."}}