{"id":"W4320506434","doi":"10.2196/44246","title":"A Web-Based Therapist Training Tutorial on Prolonged Grief Disorder Therapy: Pre-Post Assessment Study","year":2023,"lang":"en","type":"article","venue":"JMIR Medical Education","topic":"Grief, Bereavement, and Mental Health","field":"Psychology","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institutes of Health; National Institute of Mental Health; Small Business Technology Transfer","keywords":"Grief; Test (biology); Psychology; Medical education; Medicine; Psychotherapist","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001151434,0.0002225308,0.0002437754,0.0001826077,0.0002326075,0.00003826915,0.0002546598,0.0001837429,0.002785868],"category_scores_gemma":[0.00006972725,0.0001777001,0.00007380645,0.0004296668,0.00008132896,0.00005477412,0.0000205223,0.0004553557,0.0002310038],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001796864,"about_ca_system_score_gemma":0.002334101,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003618575,"about_ca_topic_score_gemma":0.0002878754,"domain_scores_codex":[0.9971532,0.0005435639,0.000415225,0.0005219759,0.0008917536,0.0004742702],"domain_scores_gemma":[0.9988039,0.0002025423,0.0001473349,0.0004288811,0.000073631,0.0003437362],"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":[0.002383123,0.04090288,0.09929354,0.0001804865,0.0003439657,0.00002710338,0.1196324,0.000002441105,0.0003207948,0.005752249,0.05703317,0.6741279],"study_design_scores_gemma":[0.01049744,0.005238963,0.8894221,0.0001512807,0.00002454665,0.000002818641,0.03020027,0.0001736034,0.000009651578,0.0002869745,0.06367197,0.0003203802],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9748995,0.00004453424,0.00001302723,0.0101719,0.007646321,0.002838449,0.00001152994,0.0002544423,0.004120325],"genre_scores_gemma":[0.9873272,0.00001702763,0.00002467574,0.004525716,0.001615263,0.004476636,0.0002996405,0.00004382653,0.001670009],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7901286,"threshold_uncertainty_score":0.9981257,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03733244781949815,"score_gpt":0.4387141609367973,"score_spread":0.4013817131172991,"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."}}