{"id":"W2015814155","doi":"10.1177/05333164030363015","title":"Practice-Based Evidence for a Brief Time-Intensive Multi-Modal Therapy Guided by Group-Analytic Principles and Method","year":2003,"lang":"en","type":"article","venue":"Group Analysis","topic":"Psychotherapy Techniques and Applications","field":"Psychology","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Nature; Petroleum Technology Research Centre","keywords":"Mental health; Psychology; Interpersonal communication; Accountability; Intervention (counseling); Psychotherapist; Evidence-based practice; Group psychotherapy; Medicine; Medical education; Alternative medicine; Psychiatry; Social psychology; Political science","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001545369,0.0002947152,0.0005804747,0.000311017,0.0002018951,0.00009244243,0.0002823177,0.0001815356,0.0007043869],"category_scores_gemma":[0.000458681,0.0002620188,0.0004752066,0.001165529,0.0001035509,0.0001599369,0.00001293598,0.0001601535,0.00002170565],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006130667,"about_ca_system_score_gemma":0.00002534274,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006292039,"about_ca_topic_score_gemma":0.00006078961,"domain_scores_codex":[0.9974605,0.000505454,0.0005379522,0.0008884795,0.0002104761,0.0003971644],"domain_scores_gemma":[0.9965925,0.001522339,0.0004129439,0.0009227011,0.0003988151,0.0001507571],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00583709,0.0111299,0.0393473,0.000162329,0.06649326,0.00006865635,0.008288946,0.0008813059,0.2195974,0.230009,0.2837704,0.1344145],"study_design_scores_gemma":[0.006935221,0.001087789,0.00893594,0.00005468137,0.007314806,0.00005019487,0.001001161,0.08333682,0.003217225,0.002301568,0.8843192,0.001445369],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.005923563,0.003361367,0.9859062,0.002430721,0.00003643857,0.001051554,0.00007170414,0.0001539617,0.001064473],"genre_scores_gemma":[0.223925,0.0008974287,0.7468031,0.01900521,0.00009945997,0.002803507,0.0002319698,0.0001362191,0.006098035],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.6005489,"threshold_uncertainty_score":0.9999832,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1443774044883322,"score_gpt":0.4588142404575851,"score_spread":0.3144368359692529,"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."}}