{"id":"W2136761082","doi":"10.1037/0033-3204.44.3.333","title":"Integrating writing into psychotherapy practice: A matrix of change processes and structural dimensions.","year":2007,"lang":"en","type":"article","venue":"Psychotherapy","topic":"Mental Health via Writing","field":"Psychology","cited_by":74,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"PsycINFO; Psychology; Journaling file system; Dimension (graph theory); Cognitive dimensions of notations; Storytelling; Framing (construction); Cognitive psychology; Cognition; Meaning (existential); Psychotherapist; Social psychology; Linguistics; Narrative; Computer science; MEDLINE","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001547434,0.0003286559,0.0004092841,0.0002869819,0.0002653224,0.00004375592,0.0002310323,0.000199919,0.0005097153],"category_scores_gemma":[0.00005237732,0.0002999571,0.00006269915,0.0006513838,0.0001666866,0.0003678393,0.000008293486,0.0003909771,0.0000218654],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004443385,"about_ca_system_score_gemma":0.000043494,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000672526,"about_ca_topic_score_gemma":0.0003342852,"domain_scores_codex":[0.9972778,0.0001870199,0.0009212042,0.0006066053,0.0003530584,0.000654333],"domain_scores_gemma":[0.9976184,0.0008836616,0.0006322031,0.0004266847,0.000234198,0.0002048144],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.003755047,0.0005753541,0.04525533,0.0009664465,0.0002956078,0.00005093184,0.109665,2.704737e-7,0.0245767,0.04573569,0.0008693074,0.7682543],"study_design_scores_gemma":[0.05913126,0.01425134,0.2100182,0.00902688,0.0004182378,0.004972302,0.2677395,0.0007497678,0.02607614,0.1797375,0.2193081,0.00857075],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9468102,0.03694879,0.005384956,0.002450019,0.001120841,0.001375021,0.00001331733,0.0001881097,0.005708744],"genre_scores_gemma":[0.9423109,0.002755181,0.04953229,0.004240469,0.0007321411,0.0001325959,0.000008990159,0.0001158724,0.0001715065],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7596835,"threshold_uncertainty_score":0.9999453,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05958055739857915,"score_gpt":0.4571045433132785,"score_spread":0.3975239859146994,"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."}}