{"id":"W4285328134","doi":"10.1521/jsyt.2021.40.4.12","title":"Redundant Attempted Solutions: Operative Diagnoses and Strategic Interventions to Disrupt More of the Same","year":2021,"lang":"en","type":"article","venue":"Journal of Systemic Therapies","topic":"Psychotherapy Techniques and Applications","field":"Psychology","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Psychological intervention; Intervention (counseling); Psychotherapist; Vignette; Psychology; Medical diagnosis; Medical prescription; Psychiatry; Medicine; Social psychology; Nursing","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01258718,0.0008068391,0.0008217382,0.003538671,0.002522789,0.00484834,0.00176132,0.001966269,0.00221072],"category_scores_gemma":[0.02606013,0.0005389192,0.001002003,0.001827622,0.01670418,0.008203577,0.007314288,0.004318887,0.0003058699],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003001842,"about_ca_system_score_gemma":0.01174085,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002107518,"about_ca_topic_score_gemma":0.006559136,"domain_scores_codex":[0.9856576,0.01050453,0.0007506475,0.0007481643,0.001627035,0.0007119157],"domain_scores_gemma":[0.989109,0.006390459,0.001389785,0.001413789,0.0006283397,0.00106853],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003098296,0.0008200724,0.01334792,0.001975576,0.0001620903,0.0009368897,0.1575496,0.00119351,0.001106569,0.3401031,0.005437537,0.4770573],"study_design_scores_gemma":[0.0005080347,0.001177606,0.01306055,0.005585653,0.0004093268,0.005019572,0.2036583,0.007583517,0.002660908,0.6952245,0.0649011,0.000210965],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.5152758,0.02419559,0.2456982,0.08426255,0.001850495,0.001673782,0.0001468446,0.0009305211,0.1259661],"genre_scores_gemma":[0.9238001,0.004737295,0.06708064,0.001888743,0.0001030668,0.0004947091,0.00005255577,0.00003726848,0.00180567],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.01258718,"threshold_uncertainty_score":0.0665682,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07296355351105469,"score_gpt":0.3954894882649464,"score_spread":0.3225259347538917,"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."}}