{"id":"W4403185743","doi":"10.1525/collabra.123703","title":"Challenges and Opportunities for Psychological Research in the Majority World","year":2024,"lang":"en","type":"article","venue":"Collabra Psychology","topic":"Resilience and Mental Health","field":"Psychology","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"HORIZON EUROPE European Research Council; Fondo de Financiamiento de Centros de Investigación en Áreas Prioritarias; Schweizerischer Nationalfonds zur Förderung der Wissenschaftlichen Forschung; Centro de Estudios de Conflicto y Cohesión Social; Agencia Nacional de Investigación y Desarrollo; Society for Personality and Social Psychology; National Research Foundation; National Science Foundation","keywords":"Psychology; Political science; Sociology","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.1767205,0.0007499576,0.00223079,0.003973764,0.01381514,0.02793493,0.00522751,0.007888016,0.009810595],"category_scores_gemma":[0.1280462,0.0008799268,0.001620905,0.003969626,0.04843426,0.03845695,0.03327962,0.01468493,0.001978224],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006660355,"about_ca_system_score_gemma":0.02657386,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002964593,"about_ca_topic_score_gemma":0.00382613,"domain_scores_codex":[0.8857985,0.09283563,0.003527712,0.006382351,0.006515081,0.004940697],"domain_scores_gemma":[0.7409096,0.1907346,0.01087265,0.02440757,0.01430248,0.01877305],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0002688859,0.0004321139,0.009083273,0.003205303,0.0001979326,0.0005822919,0.119411,0.0005635851,0.001221488,0.680361,0.02152384,0.1631494],"study_design_scores_gemma":[0.0000592535,0.0002242538,0.005021417,0.004893562,0.0000621874,0.0004396492,0.1682954,0.0004099375,0.0004527715,0.6600255,0.1600291,0.00008711919],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.03044919,0.03054317,0.01609775,0.8809865,0.00350655,0.0001665697,0.0001394249,0.00007843879,0.03803242],"genre_scores_gemma":[0.7505426,0.04092787,0.05650327,0.1361712,0.006115596,0.001954564,0.0002776267,0.0002321094,0.007275132],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8232795,"threshold_uncertainty_score":0.9345984,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6166395870141703,"score_gpt":0.5972871630297588,"score_spread":0.0193524239844115,"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."}}