{"id":"W4408121711","doi":"10.1007/s44202-025-00327-6","title":"A narrative review of the consistency, rigor and generalizability of experiments on prosocial behaviors and happiness","year":2025,"lang":"en","type":"review","venue":"Discover Psychology","topic":"Behavioral Health and Interventions","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Generalizability theory; Prosocial behavior; Happiness; Narrative; Psychology; Consistency (knowledge bases); Social psychology; Developmental psychology; Computer science; Artificial intelligence; Literature; Art","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":[0.05067494,0.001349982,0.005351796,0.005754585,0.0007990687,0.005233692,0.002682565,0.002877,0.005840553],"category_scores_gemma":[0.2397442,0.001195627,0.005419472,0.005971275,0.002600632,0.003916756,0.002265733,0.003654745,0.0008940336],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00470054,"about_ca_system_score_gemma":0.01240084,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004757227,"about_ca_topic_score_gemma":0.008055664,"domain_scores_codex":[0.9622293,0.01931161,0.01129043,0.002610751,0.004122802,0.0004351154],"domain_scores_gemma":[0.6953047,0.2711565,0.01665791,0.005244052,0.01100481,0.0006320101],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0006122692,0.00004122773,0.0008045649,0.7867211,0.007372379,0.0001512128,0.0009111656,0.0003157983,0.0004715169,0.008650378,0.01497421,0.1789742],"study_design_scores_gemma":[0.0002220104,0.0002870588,0.002977446,0.786266,0.01761024,0.0003270539,0.000481401,0.000102486,0.0004914401,0.006024553,0.1851464,0.00006395832],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000364861,0.9951507,0.0005853788,0.00203805,0.0004626686,0.0001587906,0.0003189362,0.00001517307,0.0009052902],"genre_scores_gemma":[0.008807941,0.9834365,0.001650971,0.003972714,0.0005394949,0.0009538803,0.0003514295,0.00002695808,0.0002601297],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9493251,"threshold_uncertainty_score":0.2679979,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1165888374092598,"score_gpt":0.5318604296034919,"score_spread":0.415271592194232,"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."}}