{"id":"W2131346586","doi":"10.1177/1049732303256401","title":"Identifying Signals of Suffering by Linking Verbal and Facial Cues","year":2003,"lang":"en","type":"article","venue":"Qualitative Health Research","topic":"Emotions and Moral Behavior","field":"Psychology","cited_by":41,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Psychology; Facial expression; Narrative; Nonverbal communication; Cognitive psychology; Emotional expression; Developmental psychology; Communication; Linguistics","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":[],"consensus_categories":[],"category_scores_codex":[0.0009837151,0.0003248871,0.0001602461,0.0008766752,0.0006349083,0.001282213,0.0002730115,0.000619844,0.002356627],"category_scores_gemma":[0.007183688,0.000148617,0.0001552775,0.0003964042,0.001854218,0.001318061,0.001809054,0.0006716448,0.000260417],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003355935,"about_ca_system_score_gemma":0.0003131779,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006400787,"about_ca_topic_score_gemma":0.001214399,"domain_scores_codex":[0.9993292,0.0003739867,0.00003705237,0.00006559199,0.0001306625,0.00006354042],"domain_scores_gemma":[0.9982845,0.001068515,0.0003585794,0.00009090262,0.0001616847,0.00003576423],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.001127605,0.0002031918,0.04986314,0.001961537,0.0000917845,0.003604203,0.3387932,0.0018743,0.1737671,0.04637863,0.002999824,0.3793355],"study_design_scores_gemma":[0.00007954004,0.001126244,0.1926375,0.00160918,0.0001958549,0.01220149,0.498164,0.01035342,0.1604476,0.04986342,0.07290718,0.0004144661],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9021099,0.001324402,0.06421434,0.001106131,0.0001206152,0.000214867,0.0001578421,0.0001374863,0.03061439],"genre_scores_gemma":[0.9585027,0.0006559896,0.03750142,0.0002301759,0.00002605575,0.0001543872,0.00007016474,0.00002891128,0.002830324],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002356627,"threshold_uncertainty_score":0.007883668,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6149871347730969,"score_gpt":0.6481050461068649,"score_spread":0.03311791133376807,"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."}}