{"id":"W1965221358","doi":"10.1007/s10879-013-9247-7","title":"Mapping Good Therapy Sessions: A Pilot Study of Within-Session Client Affect","year":2013,"lang":"en","type":"article","venue":"Journal of Contemporary Psychotherapy","topic":"Psychotherapy Techniques and Applications","field":"Psychology","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"York University","funders":"","keywords":"Affect (linguistics); Session (web analytics); Psychology; Feeling; Anxiety; Clinical psychology; Psychotherapist; Cognitive behavioral therapy; Alliance; Social psychology; Psychiatry","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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001112829,0.0003778346,0.0007844035,0.0005663521,0.0001363382,0.00006309644,0.0007726271,0.000131748,0.001539337],"category_scores_gemma":[0.000004879088,0.000268794,0.0002589993,0.0006746934,0.00009677538,0.0004029954,0.000009635774,0.0005422498,0.00003771156],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000317429,"about_ca_system_score_gemma":0.000116161,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000176251,"about_ca_topic_score_gemma":0.000005737174,"domain_scores_codex":[0.9963955,0.0005954886,0.001740619,0.0003993384,0.000556777,0.0003122858],"domain_scores_gemma":[0.9960628,0.00022998,0.002221908,0.0009019036,0.000368983,0.0002144531],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.009477444,0.06066713,0.1172603,0.00004467016,0.00333868,0.0000660942,0.05247838,0.00001612227,0.375262,0.006952771,0.2878065,0.08662997],"study_design_scores_gemma":[0.06564756,0.1211446,0.437555,0.001597617,0.00006895766,0.0004805777,0.03647295,0.00006532764,0.006659568,0.0423354,0.2857251,0.002247411],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.970061,0.006039414,0.007257329,0.001175782,0.001212769,0.002405337,0.000006229569,0.00008979625,0.01175235],"genre_scores_gemma":[0.994105,0.001293465,0.00172052,0.001185099,0.0003263315,0.0003063567,0.000001879733,0.00008692043,0.0009744195],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3686024,"threshold_uncertainty_score":0.9999764,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09790723669327117,"score_gpt":0.3815384793915712,"score_spread":0.2836312426983,"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."}}