{"id":"W4316193860","doi":"10.1038/s41598-022-26663-4","title":"Modernization, collectivism, and gender equality predict love experiences in 45 countries","year":2023,"lang":"en","type":"article","venue":"Scientific Reports","topic":"Evolutionary Psychology and Human Behavior","field":"Psychology","cited_by":45,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Narodowe Centrum Nauki","keywords":"Modernization theory; Collectivism; World Values Survey; Index (typography); Passion; Social psychology; Psychology; Sociology; Political science; Individualism; Economics; Economic growth","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":[0.001677391,0.0001119464,0.0001509089,0.0003165267,0.0002975666,0.00009779268,0.00009472699,0.0001261293,0.002416813],"category_scores_gemma":[0.00009973915,0.0001091095,0.00002795035,0.0007349348,0.0007435079,0.0001795724,0.00005358449,0.0001131032,0.0002898216],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003643524,"about_ca_system_score_gemma":0.00008517085,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002202868,"about_ca_topic_score_gemma":0.00006193432,"domain_scores_codex":[0.9980569,0.0001175082,0.0004186698,0.0007930441,0.0002920048,0.0003218051],"domain_scores_gemma":[0.9990979,0.00009134324,0.0001458611,0.0004977456,0.00009548941,0.00007166443],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002072686,0.0001672418,0.7547815,0.00001275009,0.00001191948,0.0003879397,0.1050653,0.00002698001,0.0001790793,0.001560449,0.1377121,0.00007409052],"study_design_scores_gemma":[0.0002964777,0.0000417278,0.9439993,0.00001078986,0.0000126455,0.0002329868,0.009799017,0.0001407981,0.00007540596,0.03378396,0.01140538,0.0002014957],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.979067,0.0002645487,0.0001484175,0.0001514653,0.006726681,0.0002767892,0.000007009661,0.0001159346,0.01324211],"genre_scores_gemma":[0.9535756,0.00000499367,0.00002034461,0.00004597508,0.00004564302,0.00008686316,0.00003854624,0.00000999503,0.0461721],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1892178,"threshold_uncertainty_score":0.9984951,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07553286690183132,"score_gpt":0.3644833051037006,"score_spread":0.2889504382018693,"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."}}