{"id":"W4224950206","doi":"10.1007/s12124-022-09689-1","title":"What Are Group Level Traits and How Do They Evolve?","year":2022,"lang":"en","type":"article","venue":"Integrative Psychological and Behavioral Science","topic":"Cultural Differences and Values","field":"Psychology","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"Athabasca University","funders":"","keywords":"Affordance; Psychology; Social psychology; Big Five personality traits and culture; Group selection; Selection (genetic algorithm); Salient; Formative assessment; Social group; Group (periodic table); Big Five personality traits; Cognitive psychology; Personality","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003974214,0.0002259446,0.0002449405,0.00007757502,0.0007401931,0.0004839908,0.0004480021,0.00006999515,0.001255968],"category_scores_gemma":[0.00002134417,0.0001239748,0.00006403937,0.0003794878,0.001206166,0.0005297286,0.0002523788,0.0004461541,0.00001082058],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003943338,"about_ca_system_score_gemma":0.000006244043,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001171445,"about_ca_topic_score_gemma":0.0001110305,"domain_scores_codex":[0.998049,0.0001815266,0.0001379236,0.0008457175,0.0003771161,0.0004087665],"domain_scores_gemma":[0.999441,0.00005139169,0.0001020458,0.0001324295,0.0000760884,0.0001970359],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0003134957,0.002177608,0.1162087,0.000005193629,0.00001904415,0.0001494797,0.02792192,3.882315e-7,0.05662313,0.0567386,0.004196662,0.7356458],"study_design_scores_gemma":[0.0003702456,0.001640282,0.9447584,0.00001988771,0.00001394407,0.0001232608,0.04598501,0.000005250719,0.00003039129,0.005576444,0.001230476,0.0002464243],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9946913,0.0008750639,0.00002507651,0.002283004,0.0007415334,0.0002404202,0.00007271285,0.00004613214,0.001024814],"genre_scores_gemma":[0.9969726,0.00008729803,0.0001846578,0.0004059321,0.00004355624,0.0001203149,0.000003958034,0.000005102044,0.002176618],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8285497,"threshold_uncertainty_score":0.999657,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2824609214748193,"score_gpt":0.4449099826751624,"score_spread":0.1624490612003431,"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."}}