{"id":"W2765086683","doi":"10.2196/mental.7704","title":"Assessing Therapist Competence: Development of a Performance-Based Measure and Its Comparison With a Web-Based Measure","year":2017,"lang":"en","type":"article","venue":"JMIR Mental Health","topic":"Digital Mental Health Interventions","field":"Psychology","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Wellcome Trust","keywords":"Competence (human resources); Cognition; Web application; Psychology; Applied psychology; Medical education; Computer science; Medicine; Social psychology; Psychiatry","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007943262,0.0002819051,0.0004962096,0.0001400809,0.001194851,0.0001530683,0.0003373485,0.0000920828,0.00009839442],"category_scores_gemma":[0.000006747117,0.0002397907,0.00006511847,0.0001103433,0.0002219018,0.0003635524,0.00005359694,0.0002773908,0.00003988982],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004032573,"about_ca_system_score_gemma":0.0009329013,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008014038,"about_ca_topic_score_gemma":0.0004754153,"domain_scores_codex":[0.9974962,0.0001825968,0.0007565927,0.0004346062,0.0005725091,0.0005574391],"domain_scores_gemma":[0.9981928,0.00003996045,0.0008500759,0.0004821727,0.0001126819,0.0003222415],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.003611586,0.007345829,0.2895221,0.00570695,0.0002713473,0.00001441351,0.008957222,0.00001262064,0.0008591025,0.001346768,0.00119426,0.6811578],"study_design_scores_gemma":[0.01302678,0.004527516,0.9557387,0.008473421,0.00002251361,0.00003597593,0.002768481,0.003189935,0.005810519,0.00001365499,0.005702808,0.000689726],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9895243,0.0008548673,0.0002402868,0.002238571,0.0004783893,0.001503086,0.00006809941,0.00007832975,0.005014076],"genre_scores_gemma":[0.9965917,0.000001661288,0.002442532,0.0004205929,0.00002613429,0.0002694202,0.00005472917,0.00003918363,0.0001540602],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6804681,"threshold_uncertainty_score":0.9778382,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0944460437237642,"score_gpt":0.4282442913045492,"score_spread":0.333798247580785,"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."}}