{"id":"W4415720799","doi":"10.1177/00332941251393658","title":"Objective Social Isolation Predicts Perspective-Taking and Empathic Concern","year":2025,"lang":"en","type":"article","venue":"Psychological Reports","topic":"Anxiety, Depression, Psychometrics, Treatment, Cognitive Processes","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval; Centre for Interdisciplinary Research in Rehabilitation","funders":"Natural Sciences and Engineering Research Council of Canada; Canada Foundation for Innovation","keywords":"Empathy; Trait; Empathic concern; Personal distress; Distress; Social isolation; Facial expression; Perception; Social perception","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005986502,0.0003643344,0.0004439771,0.0003908277,0.0004530433,0.00009543884,0.0001557734,0.0004877577,0.0009046181],"category_scores_gemma":[0.002007176,0.0003111063,0.0001451404,0.001111115,0.0004296104,0.0001760674,0.00011635,0.000530011,0.00005276281],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001835555,"about_ca_system_score_gemma":0.0000449792,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001061829,"about_ca_topic_score_gemma":0.000008690235,"domain_scores_codex":[0.9967822,0.0003016282,0.0005834326,0.001473791,0.0003428072,0.0005161742],"domain_scores_gemma":[0.9979188,0.0003805821,0.0006458521,0.000395317,0.0005240376,0.0001353397],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006365001,0.00161679,0.7391204,0.00003159777,0.000484315,0.0005704102,0.008808785,9.348427e-7,0.000280027,0.01355542,0.0108058,0.2240891],"study_design_scores_gemma":[0.001074123,0.0003047491,0.9301817,0.00005608569,0.000114009,0.0002330493,0.003941135,0.00000748767,0.00003942067,0.05532099,0.008423321,0.0003038656],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5849494,0.007121226,0.009978677,0.0008652007,0.003320598,0.0007508954,0.00001558634,0.0003855708,0.3926129],"genre_scores_gemma":[0.9948192,0.0008943774,0.0002742183,0.0008901557,0.0004705478,0.0002315947,0.00001520743,0.0000290035,0.002375725],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4098698,"threshold_uncertainty_score":0.9999341,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06568911049978395,"score_gpt":0.4254802105983169,"score_spread":0.3597911000985329,"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."}}