{"id":"W3005106817","doi":"10.1371/journal.pone.0227019","title":"Using an ideal observer analysis to investigate the visual perceptual efficiency of individuals with a history of non-suicidal self-injury when identifying emotional expressions","year":2020,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Suicide and Self-Harm Studies","field":"Psychology","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"Natural Sciences and Engineering Research Council of Canada; Canadian Institutes of Health Research","keywords":"Disgust; Sadness; Facial expression; Psychology; Emotion perception; Anger; Happiness; Emotional expression; Empathy; Surprise; Poison control; Emotion classification; Perception; Social perception; Developmental psychology; Clinical psychology; Cognitive psychology; Social psychology; Medicine; Communication","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":[0.003684387,0.0004680998,0.0003909915,0.001170711,0.0004417186,0.0006558116,0.0002612357,0.0003233653,0.003118777],"category_scores_gemma":[0.01175428,0.0002010906,0.0004608519,0.0004626153,0.0005950987,0.0005500978,0.0007322064,0.0002916744,0.0004390117],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002510695,"about_ca_system_score_gemma":0.0002247465,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001036535,"about_ca_topic_score_gemma":0.001807549,"domain_scores_codex":[0.9972692,0.001298636,0.0003444726,0.0004378814,0.0005233001,0.0001264258],"domain_scores_gemma":[0.9923292,0.003703929,0.001170146,0.0009409488,0.001668735,0.0001870177],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.008642009,0.001059599,0.5433106,0.0006203978,0.0005628194,0.001002112,0.008064019,0.002456598,0.3163198,0.002188691,0.001046187,0.1147272],"study_design_scores_gemma":[0.00009229709,0.004806796,0.9240826,0.00004971861,0.0001868951,0.002102775,0.002865222,0.01914214,0.04272248,0.001766126,0.002079842,0.0001031615],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9276258,0.0001380748,0.06771872,0.00003406658,0.00003592282,0.0004767904,0.0002443225,0.0001081373,0.003618199],"genre_scores_gemma":[0.9698787,0.00007425134,0.02862372,0.00002282734,0.00001168607,0.0003230158,0.000196706,0.00003110247,0.000838007],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003684387,"threshold_uncertainty_score":0.01948512,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1874830050977964,"score_gpt":0.336930589142034,"score_spread":0.1494475840442376,"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."}}