{"id":"W2067015959","doi":"10.1017/s0140525x10000725","title":"Beyond WEIRD: Towards a broad-based behavioral science","year":2010,"lang":"en","type":"article","venue":"Behavioral and Brain Sciences","topic":"Evolutionary Game Theory and Cooperation","field":"Social Sciences","cited_by":629,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Variety (cybernetics); Psychology; Value (mathematics); Epistemology; Behavioural sciences; Argument (complex analysis); Process (computing); Social psychology; Cognitive science; Computer science; Psychotherapist; Artificial intelligence; Biology","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":["sts"],"consensus_categories":["sts"],"category_scores_codex":[0.003258314,0.0001416452,0.0001330153,0.0002078555,0.003582498,0.0005176801,0.0006552822,0.000106457,0.0005129391],"category_scores_gemma":[0.0001384782,0.0001184966,0.00004973092,0.001223002,0.008688762,0.001247329,0.00008807466,0.0002269536,0.00002679742],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004010498,"about_ca_system_score_gemma":0.001319327,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002521061,"about_ca_topic_score_gemma":0.004522661,"domain_scores_codex":[0.9977154,0.0001257353,0.0001940627,0.0005066512,0.0009225999,0.0005355608],"domain_scores_gemma":[0.9992238,0.00006899908,0.00007189922,0.0001692287,0.0001823873,0.0002837067],"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":[0.00004493532,0.0008243854,0.07001121,0.000006545075,0.000001702798,0.00001672806,0.01118199,0.0000145118,0.1996912,0.5280021,0.0009366857,0.1892681],"study_design_scores_gemma":[0.00399088,0.005863288,0.5807244,0.0001581457,0.0002441409,0.0001148001,0.05028306,0.002963966,0.05288944,0.1288947,0.1689633,0.00490985],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9818699,0.00004359581,0.00003992639,0.004705016,0.0007369862,0.000211502,0.00001107961,0.0001079407,0.0122741],"genre_scores_gemma":[0.9964059,0.000004850844,0.001776993,0.0004736263,0.0002000884,0.00002304678,0.000003254117,0.000004964007,0.001107303],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5107132,"threshold_uncertainty_score":0.9977147,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04144716199929215,"score_gpt":0.3751622210188609,"score_spread":0.3337150590195687,"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."}}