{"id":"W6906290481","doi":"10.17605/osf.io/2hb75","title":"IO Legitimacy and Descriptive Representation","year":2024,"lang":"en","type":"other","venue":"Open Science Framework","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Legitimacy; Representation (politics); Elite; Politics; Corporate governance; Test (biology); Gender equality","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":["metaepi_narrow","scholarly_communication","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001336534,0.0003374067,0.0003902374,0.0007164913,0.0001992933,0.004414646,0.003166424,0.0003030954,0.004242075],"category_scores_gemma":[0.001247203,0.0003025363,0.00004505434,0.003089882,0.002131833,0.0009145575,0.002558936,0.0006994586,0.02857467],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000226005,"about_ca_system_score_gemma":0.0004806514,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001882546,"about_ca_topic_score_gemma":0.0001449966,"domain_scores_codex":[0.9964387,0.00007649053,0.0002242107,0.001665972,0.001057183,0.0005374189],"domain_scores_gemma":[0.998024,0.00007580065,0.0002355987,0.00131567,0.00009173445,0.0002572063],"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":[0.0000113311,0.00002147058,0.000141747,0.00002442702,0.00002357024,0.00003898234,0.001262756,9.486177e-7,0.0002978238,0.03457068,0.9598206,0.00378566],"study_design_scores_gemma":[0.0001322351,0.00004121696,0.0002421536,0.002412632,0.00006395586,0.00002571536,0.0009919779,0.00009786811,0.0002228582,0.06145866,0.9337482,0.0005625638],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000070538,0.001290416,0.000662599,0.000341859,0.001516115,0.001434637,0.0001323406,0.0002997374,0.9942517],"genre_scores_gemma":[0.002965421,0.00007281817,0.05258654,0.0002643086,0.0004518529,0.0001550993,0.00001212262,0.0009676199,0.9425242],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.05192395,"threshold_uncertainty_score":0.9999427,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06575097166355859,"score_gpt":0.407713154860886,"score_spread":0.3419621831973274,"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."}}