{"id":"W4388469146","doi":"10.2139/ssrn.4625453","title":"Demand for Personality Traits, Tasks, and Sorting","year":2023,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Cognitive and psychological constructs research","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Big Five personality traits; Sorting; Personality; Psychology; Social psychology; Computer science","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":[],"consensus_categories":[],"category_scores_codex":[0.003101944,0.0001167867,0.0001686827,0.0001219167,0.000338923,0.00005597319,0.0001375373,0.00009758072,0.000398776],"category_scores_gemma":[0.0001854663,0.00009561667,0.0001031296,0.0002641758,0.0001079532,0.00006168237,0.00003076347,0.001198249,0.00008945691],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000781401,"about_ca_system_score_gemma":0.0002827678,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002871572,"about_ca_topic_score_gemma":0.0001697854,"domain_scores_codex":[0.9969817,0.0001792489,0.0002244547,0.0002804018,0.0001662599,0.002167922],"domain_scores_gemma":[0.9992939,0.000348006,0.00007790236,0.00006465935,0.00009620396,0.0001193375],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0003203296,0.0000488735,0.01122648,0.00001464567,0.0002920445,0.00001973576,0.0006348421,1.918585e-7,0.0005173349,0.1706643,0.001543397,0.8147179],"study_design_scores_gemma":[0.003454427,0.001242659,0.2651275,0.00002601741,0.0000668474,0.001533919,0.01277553,0.0000618641,0.00002447871,0.6978415,0.01748193,0.0003633751],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9797898,0.003393133,0.004820715,0.001786354,0.0001664151,0.0002555473,0.00001917024,0.00005652881,0.009712324],"genre_scores_gemma":[0.9934189,0.001092091,0.00002802269,0.0001774477,0.0003495403,0.00002614711,0.000007225142,0.00001675817,0.004883882],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8143545,"threshold_uncertainty_score":0.5205863,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06284050265809765,"score_gpt":0.3956317724690415,"score_spread":0.3327912698109439,"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."}}