{"id":"W4311119336","doi":"10.1177/19485506221137958","title":"Understanding the Links Between Perceiving Gratitude and Romantic Relationship Satisfaction Using an Accuracy and Bias Framework","year":2022,"lang":"en","type":"article","venue":"Social Psychological and Personality Science","topic":"Attachment and Relationship Dynamics","field":"Psychology","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University; University of Toronto; McGill University","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Gratitude; Psychology; Social psychology; Romance; Perception; Expression (computer science); Psychoanalysis","routes":{"ca_aff":true,"ca_fund":true,"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":[],"category_scores_codex":[0.00178472,0.0001162792,0.0001307253,0.00006801727,0.005529699,0.00019684,0.0001501689,0.0001753356,0.0001369625],"category_scores_gemma":[0.0001986317,0.00008567637,0.00002793292,0.0004962645,0.001415181,0.0002738058,0.0001251969,0.0009687566,0.00000120625],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009396031,"about_ca_system_score_gemma":0.00002011332,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002039107,"about_ca_topic_score_gemma":0.0000395433,"domain_scores_codex":[0.9982878,0.0004811843,0.0001829285,0.0004665751,0.0003236154,0.0002578965],"domain_scores_gemma":[0.9987676,0.0008799164,0.0001144951,0.0001214965,0.00001929869,0.00009725595],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001235651,0.00002680355,0.910216,0.000003417244,0.000008447346,0.000001561198,0.02142602,0.000008710513,0.00004576352,0.06687614,0.000008848687,0.001365894],"study_design_scores_gemma":[0.0001360113,0.00009261575,0.9129159,0.000004222789,0.00002924851,0.00002331396,0.01670085,0.000884547,3.004881e-8,0.06908235,0.0000131601,0.0001177562],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9855318,0.0001148496,0.010446,0.002933153,0.0002395338,0.0001894132,0.00001460405,0.00003609983,0.0004945449],"genre_scores_gemma":[0.9989609,0.000007497701,0.0004534835,0.0003533573,0.0001637129,0.000008415273,0.000004419511,0.000005538592,0.00004266598],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01342911,"threshold_uncertainty_score":0.995765,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4615146354378035,"score_gpt":0.5014105208074217,"score_spread":0.03989588536961813,"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."}}