{"id":"W4405320174","doi":"10.1080/10503307.2024.2437644","title":"Reciprocal language style matching: Indicator or facilitator of therapeutic bond","year":2024,"lang":"en","type":"article","venue":"Psychotherapy Research","topic":"Psychotherapy Techniques and Applications","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Reciprocal; Facilitator; Style (visual arts); Psychology; Matching (statistics); Similarity (geometry); Prosocial behavior; Function (biology); Linguistics; Reciprocal inhibition; Social psychology; Cognitive psychology; Computer science; Artificial intelligence; Philosophy","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008076858,0.0004371992,0.0004502104,0.001329052,0.0008666525,0.001538515,0.0006961972,0.0005492485,0.007081875],"category_scores_gemma":[0.06974965,0.0003624111,0.0005323414,0.0009050067,0.001451871,0.001073846,0.002160982,0.001329989,0.0004629176],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007473304,"about_ca_system_score_gemma":0.001530545,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001022037,"about_ca_topic_score_gemma":0.001120948,"domain_scores_codex":[0.9925211,0.004962604,0.0004385476,0.0006767024,0.001084277,0.0003166797],"domain_scores_gemma":[0.9397432,0.03558148,0.01536024,0.004676018,0.002309055,0.002329968],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004482458,0.0008001342,0.9081352,0.0003004373,0.0002144615,0.0002712276,0.01143531,0.0009969656,0.002911543,0.004678559,0.0005377644,0.06927022],"study_design_scores_gemma":[0.00005363244,0.0009225319,0.9731562,0.0002413007,0.0001999344,0.0008950623,0.00695095,0.008821131,0.00128412,0.006087387,0.001334276,0.00005363392],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9789989,0.0002494864,0.009414633,0.0004289874,0.00002145552,0.0001943936,0.0001217452,0.00009832859,0.01047206],"genre_scores_gemma":[0.9957041,0.00008952746,0.003665333,0.00002549037,0.00000874672,0.00008917894,0.00004032403,0.00001052523,0.0003667975],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008076858,"threshold_uncertainty_score":0.04271501,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.120147243923703,"score_gpt":0.5055182820389301,"score_spread":0.3853710381152271,"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."}}