{"id":"W4415856584","doi":"10.31031/pprs.2025.09.000708","title":"Love and Culture, and How they Affect Each Other: A Commentary","year":2025,"lang":"","type":"article","venue":"Psychology and Psychotherapy Research Study","topic":"Cultural Differences and Values","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"","keywords":"Affect (linguistics); Perspective (graphical); Perception; Action (physics)","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003764061,0.0008629738,0.001130572,0.0006979721,0.001182818,0.0006060719,0.0006870035,0.0007491343,0.0009487045],"category_scores_gemma":[0.00003417333,0.0006511136,0.0001458722,0.000808515,0.001997974,0.0001787094,0.0001364051,0.002226636,0.00005829126],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000266038,"about_ca_system_score_gemma":0.00003014226,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000650305,"about_ca_topic_score_gemma":0.001534904,"domain_scores_codex":[0.9895895,0.005494891,0.0005492565,0.00235743,0.0005295879,0.001479396],"domain_scores_gemma":[0.9969171,0.001109452,0.0001706784,0.001166143,0.0001977606,0.0004388725],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.006847849,0.005859726,0.5137427,0.0002315629,0.00360386,0.00005973482,0.1030154,3.638425e-8,0.00189926,0.004593863,0.2237362,0.1364097],"study_design_scores_gemma":[0.01613013,0.0122257,0.6152811,0.0002734711,0.0001960111,0.00008383417,0.02114966,0.00001871771,0.00001370253,0.0439669,0.2898611,0.0007996386],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8085309,0.09660791,0.00005773463,0.06609489,0.001367017,0.004009336,0.0001139112,0.00005372541,0.02316453],"genre_scores_gemma":[0.8501272,0.1098054,0.0000565857,0.009751521,0.0003995911,0.0002382954,0.00001048148,0.0000602928,0.02955068],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1356101,"threshold_uncertainty_score":0.9999645,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1670574938635346,"score_gpt":0.5216768304816547,"score_spread":0.3546193366181202,"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."}}