{"id":"W3087869491","doi":"10.1558/cam.34100","title":"Change in Family Therapy","year":2020,"lang":"en","type":"article","venue":"Communication & Medicine","topic":"Counseling, Therapy, and Family Dynamics","field":"Psychology","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"Strong; Harvard University; University of Pennsylvania; University of Cambridge; American Psychiatric Publishing","keywords":"Family therapy; Medicine; Psychology; Psychotherapist","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":[],"consensus_categories":[],"category_scores_codex":[0.0003696275,0.0001190398,0.0002204889,0.00007964592,0.00005367356,0.000005594524,0.0005612336,0.00008865786,0.0006623284],"category_scores_gemma":[0.0000373665,0.0001032321,0.00002986858,0.000361672,0.0001383023,0.00005315791,0.00002824049,0.0003046934,0.0001337523],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002449323,"about_ca_system_score_gemma":0.00001235269,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007619205,"about_ca_topic_score_gemma":0.00009397395,"domain_scores_codex":[0.9990023,0.0002156919,0.0002931447,0.000184074,0.0001366737,0.0001681403],"domain_scores_gemma":[0.9987726,0.0001635943,0.000095986,0.0008245082,0.00005904951,0.00008427985],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003742881,0.0002436382,0.02287412,0.00001249938,0.00005768748,0.0000100074,0.6869904,0.000004050592,0.002305902,0.009024527,0.02337592,0.254727],"study_design_scores_gemma":[0.006009758,0.0004836883,0.36006,0.0001190367,0.00001483534,0.000004284939,0.04377396,0.001409255,0.00000123022,0.0009185824,0.5869012,0.0003040924],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8687852,0.05923845,0.0008709967,0.04919452,0.0004604179,0.0006019773,0.000004698046,0.0001774865,0.02066627],"genre_scores_gemma":[0.9498948,0.01761633,0.0001588828,0.03174971,0.0002742665,0.00009164757,0.00005832148,0.00002230129,0.0001336795],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6432164,"threshold_uncertainty_score":0.7252032,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1556832191897088,"score_gpt":0.3849358702904829,"score_spread":0.2292526511007742,"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."}}