{"id":"W4399524819","doi":"10.1002/capr.12781","title":"Client subgroups in emotion‐focussed therapy: Exploring profiles in observable emotion","year":2024,"lang":"en","type":"article","venue":"Counselling and Psychotherapy Research","topic":"Psychotherapy Techniques and Applications","field":"Psychology","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Windsor","funders":"","keywords":"Psychology; Anger; Shame; Distress; Emotional expression; Clinical psychology; Set (abstract data type); Psychotherapist; Expressed emotion; Session (web analytics); Expression (computer science); Sadness; Developmental psychology; Social psychology","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":[0.002384346,0.000257651,0.0006500491,0.001252352,0.000877927,0.001992793,0.0007316658,0.0007040339,0.00193631],"category_scores_gemma":[0.01197189,0.0002308538,0.0002963236,0.0009155959,0.0008999145,0.001305224,0.002386793,0.0007076235,0.000210839],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001474473,"about_ca_system_score_gemma":0.0008456003,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002000941,"about_ca_topic_score_gemma":0.002277425,"domain_scores_codex":[0.9976006,0.001130726,0.0001891792,0.0002614412,0.000505887,0.0003121254],"domain_scores_gemma":[0.997079,0.001532265,0.0005779139,0.0002139865,0.0004075828,0.0001892791],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.002307487,0.001142156,0.3541851,0.0003693943,0.0001526803,0.001193978,0.4451817,0.0009779148,0.03776517,0.002390675,0.0008192717,0.1535144],"study_design_scores_gemma":[0.00008913665,0.001131922,0.6913601,0.0001949798,0.00009439376,0.00164148,0.2785383,0.007635606,0.01035971,0.005677998,0.003189664,0.00008674143],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9982042,0.00006056972,0.000997195,0.00005435211,0.000001811448,0.00004838,0.00001853839,0.000009954693,0.0006049883],"genre_scores_gemma":[0.9990426,0.00003982862,0.0005657959,0.00001723955,0.000001384069,0.00007176109,0.00002538978,0.000004370434,0.0002315887],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002384346,"threshold_uncertainty_score":0.01260978,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2894333572997774,"score_gpt":0.4519643407642875,"score_spread":0.1625309834645102,"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."}}