{"id":"W2045696982","doi":"10.1080/10503307.2014.963729","title":"The therapeutic factor inventory-8: Using item response theory to create a brief scale for continuous process monitoring for group psychotherapy","year":2014,"lang":"en","type":"article","venue":"Psychotherapy Research","topic":"Psychotherapy Techniques and Applications","field":"Psychology","cited_by":30,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta; University of Ottawa; University of British Columbia; Ottawa Hospital","funders":"Canadian Institutes of Health Research","keywords":"Psychology; Psychotherapist; Item response theory; Scale (ratio); Group psychotherapy; Predictive validity; Clinical psychology; Psychometrics","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.008697061,0.0005315618,0.0005601027,0.0005073675,0.001751545,0.0004515158,0.001723502,0.0003666074,0.0002492488],"category_scores_gemma":[0.00008321177,0.0004133055,0.0003954482,0.001110963,0.0004385521,0.0001395458,0.00001182766,0.0005716031,0.00003972982],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001467961,"about_ca_system_score_gemma":0.0001067993,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004849855,"about_ca_topic_score_gemma":0.00003975103,"domain_scores_codex":[0.9936157,0.001722276,0.0007765016,0.001368113,0.0007296618,0.001787754],"domain_scores_gemma":[0.9916964,0.005011164,0.0002498152,0.001927246,0.0007077067,0.000407636],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.08190896,0.001771667,0.004997087,0.0001033856,0.0007557273,0.000001013351,0.01870922,0.000008282373,0.2607443,0.09983255,0.0112587,0.5199091],"study_design_scores_gemma":[0.004919594,0.003129372,0.003621727,0.0001439546,0.00002102667,0.00001084738,0.00115168,0.0004169275,0.005672377,0.2121195,0.7680954,0.0006976401],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4426323,0.002523,0.536981,0.00502409,0.001224727,0.00980883,0.0001343239,0.0004423989,0.001229312],"genre_scores_gemma":[0.8647198,0.003308119,0.02681277,0.005922073,0.005591651,0.06143242,0.00003150194,0.001575502,0.03060614],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7568367,"threshold_uncertainty_score":0.9998319,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1447833330204678,"score_gpt":0.5019736086008254,"score_spread":0.3571902755803575,"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."}}