{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01134152,0.0001721607,0.0003614915,0.002091894,0.002826825,0.008113166,0.0006098435,0.001314012,0.008256068],"category_scores_gemma":[0.06862345,0.0001454086,0.0002832939,0.002268374,0.01050477,0.004719919,0.004316309,0.002025714,0.0004567226],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003712406,"about_ca_system_score_gemma":0.003201015,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005495325,"about_ca_topic_score_gemma":0.006275823,"domain_scores_codex":[0.9877065,0.005914765,0.0006542382,0.0009527924,0.003048607,0.001723092],"domain_scores_gemma":[0.9394441,0.03414323,0.01337357,0.005208701,0.004917815,0.002912552],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0003271121,0.000589855,0.1943847,0.0001697371,0.00005217653,0.0003310838,0.08654347,0.000725204,0.001159563,0.648258,0.003556065,0.06390304],"study_design_scores_gemma":[0.0001453439,0.000331375,0.2410463,0.000633,0.0001034483,0.0005999171,0.1771184,0.004335802,0.002246439,0.4824025,0.09091662,0.0001209358],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6240661,0.000221442,0.006208201,0.006264221,0.00007029877,0.00009577012,0.0001801823,0.00003987221,0.3628539],"genre_scores_gemma":[0.998304,0.00004563225,0.0002705332,0.0001216581,0.00001846796,0.00002265206,0.00004206751,0.000008191779,0.001166691],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01134152,"threshold_uncertainty_score":0.05998039,"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."}}