{"id":"W7030404184","doi":"","title":"Nonverbal expression of empathy in healthy human populations : a scoping review protocol","year":2023,"lang":"en","type":"other","venue":"","topic":"Education, Healthcare and Sociology Research","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Empathy; Nonverbal communication; Expression (computer science); Protocol (science); Facial expression; Emotional expression","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.1039437,0.003465572,0.01029031,0.0229152,0.004486514,0.00845466,0.004157857,0.009045467,0.03125418],"category_scores_gemma":[0.1344336,0.004407602,0.01224407,0.01699014,0.005274998,0.006036054,0.006540055,0.005116893,0.005588229],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01308201,"about_ca_system_score_gemma":0.08319215,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007259179,"about_ca_topic_score_gemma":0.01981387,"domain_scores_codex":[0.9454722,0.01833596,0.02481304,0.003389566,0.006240726,0.001748523],"domain_scores_gemma":[0.921124,0.03736685,0.01303593,0.00621291,0.02038623,0.001874067],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.001921178,0.0002483811,0.00116909,0.9076549,0.001444382,0.0007111926,0.005405012,0.000648213,0.001430502,0.004833076,0.01430256,0.0602314],"study_design_scores_gemma":[0.003380965,0.00076936,0.004243562,0.8563796,0.005171556,0.0004746404,0.004394529,0.0003492995,0.001350473,0.004336628,0.1189253,0.0002239984],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.00139905,0.01076579,0.001913896,0.0007799144,0.0003994453,0.9779499,0.005019033,0.00006107306,0.001711881],"genre_scores_gemma":[0.001734103,0.007613816,0.005315352,0.0003200865,0.00004871234,0.98348,0.000859562,0.000009056262,0.0006194395],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.1039437,"threshold_uncertainty_score":0.5497131,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2850985237429405,"score_gpt":0.6178452087571725,"score_spread":0.332746685014232,"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."}}