{"id":"W4411812668","doi":"10.1002/hsr2.70969","title":"Evaluation of Emotion Recognition in Individuals With Autism Spectrum Disorder: Recommended Designs for Future Studies","year":2025,"lang":"en","type":"article","venue":"Health Science Reports","topic":"Autism Spectrum Disorder Research","field":"Neuroscience","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Autism spectrum disorder; Emotion recognition; Psychology; Clinical psychology; Audiology; Cognitive psychology; Autism; Developmental psychology; Medicine; Neuroscience","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.3854896,0.002516695,0.005379784,0.006181658,0.004939234,0.006991049,0.006503687,0.005857683,0.007398117],"category_scores_gemma":[0.4960032,0.002015958,0.009364893,0.007246369,0.003904024,0.009445123,0.00638796,0.005708597,0.003475992],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009053458,"about_ca_system_score_gemma":0.04672848,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008002074,"about_ca_topic_score_gemma":0.03012327,"domain_scores_codex":[0.6949348,0.2247154,0.05003317,0.004652294,0.02337453,0.002289751],"domain_scores_gemma":[0.3997096,0.2474077,0.03882635,0.04600243,0.2612418,0.006812061],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00409678,0.002299351,0.05856984,0.07470749,0.002226834,0.0005611979,0.009998811,0.001415824,0.002146895,0.01612164,0.0836439,0.7442114],"study_design_scores_gemma":[0.006355867,0.01146844,0.1685996,0.3911079,0.008248834,0.001494783,0.02484939,0.005913142,0.008139734,0.06032418,0.3123255,0.001172628],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"methods","genre_scores_codex":[0.0516392,0.1638773,0.2122444,0.1048578,0.02154049,0.4011034,0.009286471,0.001296669,0.03415447],"genre_scores_gemma":[0.04124154,0.02897803,0.5434576,0.009324741,0.001234715,0.3713952,0.002270006,0.0001273924,0.001970884],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.6145104,"threshold_uncertainty_score":0.7578007,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1740446033486488,"score_gpt":0.446119015990611,"score_spread":0.2720744126419622,"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."}}