{"id":"W3006840364","doi":"10.3389/fpsyg.2019.03052","title":"Managing Distress Over Time in Psychotherapy: Guiding the Client in and Through Intense Emotional Work","year":2020,"lang":"en","type":"article","venue":"Frontiers in Psychology","topic":"Language, Discourse, Communication Strategies","field":"Arts and Humanities","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"Social Sciences and Humanities Research Council of Canada; Simon Fraser University","keywords":"Psychology; Distress; Empathy; Learned helplessness; Psychotherapist; Conversation; Conversation analysis; Context (archaeology); Session (web analytics); Personal distress; Social psychology; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002097494,0.000125902,0.0001994811,0.0001020439,0.00007363737,0.00008017695,0.0003328616,0.00005169129,0.0004812866],"category_scores_gemma":[0.00001185778,0.00009855832,0.00003089464,0.0001395569,0.0003923009,0.0001657212,0.00004175089,0.0002392589,0.00001503082],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002648479,"about_ca_system_score_gemma":0.000008757424,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000715382,"about_ca_topic_score_gemma":0.0003533135,"domain_scores_codex":[0.9989294,0.0002013514,0.000295543,0.0002683464,0.00008808633,0.000217234],"domain_scores_gemma":[0.9995458,0.00005592835,0.00007431568,0.0002864139,0.00001406417,0.00002353976],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0006623788,0.0002674834,0.1542108,0.00003530831,0.00009758782,0.00006850638,0.4638835,0.00008258419,0.00003725234,0.1152263,0.2263994,0.03902891],"study_design_scores_gemma":[0.005873934,0.0001798836,0.1764914,0.0004681804,0.00001975951,0.00001271165,0.1257937,0.001719405,0.000005379086,0.4020207,0.2865534,0.0008615287],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7219877,0.01398164,0.003543639,0.1166172,0.002671153,0.0007813356,0.00004186208,0.0001079697,0.1402675],"genre_scores_gemma":[0.9879446,0.00143796,0.001147417,0.008776971,0.000210175,0.00004452918,0.00002379185,0.00002632351,0.0003882346],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3380897,"threshold_uncertainty_score":0.5269752,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05554859372888225,"score_gpt":0.3174201932055893,"score_spread":0.261871599476707,"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."}}