{"id":"W4387730263","doi":"10.31234/osf.io/ajvg2","title":"Personality Profiles of 263 Occupations","year":2023,"lang":"en","type":"preprint","venue":"","topic":"Personality Traits and Psychology","field":"Psychology","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Montreal Neurological Institute and Hospital","funders":"Eesti Teadusagentuur","keywords":"Personality; Psychology; Social psychology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004705386,0.0002043288,0.0001580907,0.0007261045,0.0006799498,0.0006114932,0.0001153936,0.0001591732,0.004666028],"category_scores_gemma":[0.001835553,0.000104449,0.0001882605,0.0006852392,0.0001950936,0.0001947014,0.0005204101,0.0002500511,0.002083174],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002457057,"about_ca_system_score_gemma":0.0002626867,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003402443,"about_ca_topic_score_gemma":0.006781849,"domain_scores_codex":[0.9997761,0.00005307091,0.00001619237,0.00003463602,0.00007448823,0.00004550249],"domain_scores_gemma":[0.9993186,0.0001260513,0.000120298,0.0000637486,0.0001931818,0.0001781199],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000187412,0.0001000675,0.9366647,0.00004492948,0.00002108342,0.0002568227,0.008409745,0.0002311018,0.003015474,0.000514026,0.002705923,0.04784872],"study_design_scores_gemma":[0.000003879798,0.00006841437,0.9921423,0.00001612707,0.000004708147,0.0001713611,0.00243515,0.0002760356,0.0001942672,0.0001996955,0.004478664,0.000009458346],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9953337,0.00006400178,0.0004355505,0.00004843264,0.000008429713,0.00002401331,0.0005832019,0.000007671675,0.003494914],"genre_scores_gemma":[0.9922855,0.0001286325,0.0009122014,0.00004314644,0.000009805223,0.00005829657,0.001255115,0.0000067239,0.005300573],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004666028,"threshold_uncertainty_score":0.01560944,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2022303333427443,"score_gpt":0.4389252906854232,"score_spread":0.2366949573426789,"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."}}