{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003379461,0.0003993956,0.0001929435,0.0004120374,0.000285497,0.0005949938,0.0001360603,0.0003867276,0.002772514],"category_scores_gemma":[0.002824965,0.0001609769,0.0003096921,0.0001899973,0.0002492368,0.0002219226,0.0006480511,0.0004575863,0.0002850414],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001411508,"about_ca_system_score_gemma":0.0001069956,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001188547,"about_ca_topic_score_gemma":0.002087332,"domain_scores_codex":[0.9997547,0.00007576874,0.00002908725,0.00003604547,0.00005755163,0.00004677906],"domain_scores_gemma":[0.9973013,0.0004326307,0.00154188,0.0001083056,0.0001292855,0.0004866893],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006768843,0.00009331059,0.9967422,0.0000129033,0.00004607651,0.0000649654,0.0002379282,0.00005189348,0.0006309578,0.00001328595,0.0000392372,0.001999655],"study_design_scores_gemma":[0.000001511103,0.00008482567,0.9993279,0.000004786166,0.000007975085,0.0001052085,0.0002184757,0.0001398743,0.00005477823,0.00002190906,0.00003070577,0.000002113187],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9992722,0.00006642312,0.00005199648,0.00001847644,0.000001975956,0.00000318703,0.00003732753,0.000002021636,0.0005464562],"genre_scores_gemma":[0.999787,0.00003564999,0.00004290084,0.000004940219,0.000002345924,0.000002980588,0.00003761126,4.724996e-7,0.00008593127],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002772514,"threshold_uncertainty_score":0.00927496,"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."}}