{"id":"W4293217546","doi":"10.1177/0148558x221115115","title":"Beauty and Accounting Academic Career","year":2022,"lang":"en","type":"article","venue":"Journal of Accounting Auditing & Finance","topic":"Evolutionary Psychology and Human Behavior","field":"Psychology","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; University of Toronto","funders":"McMaster University","keywords":"Beauty; Attractiveness; Promotion (chess); Perception; Psychology; Quality (philosophy); Physical attractiveness; Social psychology; Facial attractiveness; Sociology; Political science; Aesthetics; Art; Law","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0009374561,0.000181837,0.0002199404,0.001334526,0.001300647,0.001398867,0.0002579459,0.0003789069,0.006383649],"category_scores_gemma":[0.00401428,0.0001142403,0.000382813,0.0009699843,0.0009303875,0.0004568245,0.0012965,0.0007627211,0.000603861],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006826632,"about_ca_system_score_gemma":0.0005400301,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003724112,"about_ca_topic_score_gemma":0.01064857,"domain_scores_codex":[0.9994009,0.000174467,0.00001863478,0.00003946132,0.0001734736,0.0001931833],"domain_scores_gemma":[0.9916544,0.0013654,0.004132659,0.0002810213,0.0004139106,0.002152684],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000175454,0.0003070479,0.9787931,0.00001511246,0.00003604653,0.000109503,0.0007180019,0.0002598134,0.0005027544,0.0008496641,0.0002836908,0.01794988],"study_design_scores_gemma":[0.000003302266,0.0001347777,0.9978733,0.00000674673,0.00001043048,0.0001245906,0.0006020399,0.000278667,0.0001027092,0.0003868857,0.0004705187,0.000006026853],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9967109,0.0001272761,0.00005151528,0.000111787,0.000004877501,0.000001655051,0.0000151961,0.000001152872,0.002975705],"genre_scores_gemma":[0.9993153,0.00005646749,0.00004358338,0.00001740606,0.0000125064,7.849213e-7,0.0000154683,6.806578e-7,0.0005378484],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006383649,"threshold_uncertainty_score":0.02135545,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03256984596991135,"score_gpt":0.3181595090045903,"score_spread":0.2855896630346789,"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."}}