{"id":"W2269685568","doi":"10.1007/978-1-4939-2920-7_30","title":"Change Process Research in Psychotherapy","year":2015,"lang":"en","type":"book-chapter","venue":"Handbooks in health, work, and disability","topic":"Psychotherapy Techniques and Applications","field":"Psychology","cited_by":7,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Process (computing); Psychotherapist; Psychology; Variety (cybernetics); Theme (computing); Meaning (existential); Phenomenon; Interpretative phenomenological analysis; Task (project management); Qualitative research; Grounded theory; Management science; Computer science; Epistemology; Sociology; Engineering; Artificial intelligence; Social science","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":[0.007410986,0.0008148177,0.001243902,0.002801524,0.002596798,0.006354141,0.001840485,0.002712813,0.00978973],"category_scores_gemma":[0.008175157,0.0006443445,0.0005035023,0.003774368,0.01409673,0.007239206,0.002561045,0.005475786,0.001851423],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003753569,"about_ca_system_score_gemma":0.005060579,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003652429,"about_ca_topic_score_gemma":0.006791469,"domain_scores_codex":[0.9955631,0.003129847,0.0001221938,0.0003516955,0.0006671828,0.0001659087],"domain_scores_gemma":[0.9925471,0.006421172,0.0001183637,0.0004865665,0.0003046206,0.0001222297],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00001842252,0.0001081693,0.0003326676,0.0008250641,0.00001694988,0.00005945671,0.0118957,0.0003449296,0.0001871182,0.7374133,0.02724065,0.2215575],"study_design_scores_gemma":[0.00001872127,0.00004689662,0.001390469,0.002446059,0.00001499171,0.0001934854,0.007058188,0.0005062247,0.0002827843,0.7170905,0.2709284,0.00002327705],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"review","genre_scores_codex":[0.005924318,0.3688703,0.1118773,0.0256838,0.003447148,0.000519854,0.0001854563,0.0003234341,0.4831683],"genre_scores_gemma":[0.2793292,0.3024521,0.1746676,0.01300099,0.002119512,0.003235728,0.0005964468,0.0004886075,0.2241098],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.00978973,"threshold_uncertainty_score":0.03919351,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.394837154889894,"score_gpt":0.520834500237329,"score_spread":0.1259973453474351,"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."}}