{"id":"W2785264157","doi":"10.2139/ssrn.3092844","title":"Beauty and Academic Career","year":2018,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Evolutionary Psychology and Human Behavior","field":"Psychology","cited_by":11,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University; University of Toronto","funders":"Office of Advanced Cyberinfrastructure; National Institute of General Medical Sciences; National Institutes of Health; National Science Foundation","keywords":"Beauty; Psychology; Sociology; Art; Aesthetics","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":"codex-gemma-dda1882f352a","candidate_categories":["research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001115694,0.0001222937,0.0001227794,0.0001119963,0.0003584527,0.00001129343,0.0002199722,0.0002278926,0.001327912],"category_scores_gemma":[0.00001308557,0.0001110842,0.00005009857,0.00008095423,0.000325041,0.0001074523,0.00002760344,0.002627229,0.0006730547],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003056047,"about_ca_system_score_gemma":0.0002945287,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002517742,"about_ca_topic_score_gemma":0.0002676218,"domain_scores_codex":[0.9974533,0.0001109578,0.0002075832,0.0002376355,0.0001144144,0.001876138],"domain_scores_gemma":[0.9995487,0.0000258322,0.00009017454,0.0001708241,0.00006353543,0.0001009737],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.0001618881,0.00006972448,0.1028875,9.419172e-7,0.0001439031,0.00001031446,0.001733758,5.515934e-8,0.0004344188,0.8676146,0.006470943,0.02047192],"study_design_scores_gemma":[0.001681083,0.001367014,0.529294,0.00001233389,0.0001107865,0.006664442,0.00276569,0.000001729079,0.00001996348,0.422899,0.03487512,0.0003088698],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9773301,0.008088604,0.0008217308,0.001009171,0.001207788,0.00007855144,0.000002380318,0.00004341313,0.0114182],"genre_scores_gemma":[0.9857312,0.0006001845,0.00003321948,0.000402397,0.001440087,0.000007093282,0.000001981268,0.0000188337,0.01176496],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4447156,"threshold_uncertainty_score":0.9996737,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03509019434106932,"score_gpt":0.347852001753636,"score_spread":0.3127618074125667,"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."}}