{"id":"W4282944336","doi":"10.1007/s40596-022-01665-6","title":"Involving Multiple Stakeholder Perspectives in a Needs Assessment for a Postgraduate Educational Experience in HIV Psychiatry","year":2022,"lang":"en","type":"article","venue":"Academic Psychiatry","topic":"HIV/AIDS Research and Interventions","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Sinai Health System; University of Toronto","funders":"Ontario HIV Treatment Network","keywords":"Stakeholder; Human immunodeficiency virus (HIV); Psychology; Medical education; Psychiatry; Medicine; Family medicine; Political science; Public relations","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":[0.06543559,0.0008396604,0.0008772008,0.002830183,0.02094554,0.009703045,0.003764634,0.005298106,0.007390425],"category_scores_gemma":[0.08871405,0.001106043,0.001612975,0.001389386,0.004144395,0.006771877,0.02011544,0.01243516,0.0008849414],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01379959,"about_ca_system_score_gemma":0.06106012,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007262991,"about_ca_topic_score_gemma":0.03245942,"domain_scores_codex":[0.9390271,0.04154371,0.002757098,0.001124214,0.005423472,0.01012443],"domain_scores_gemma":[0.9059222,0.03578147,0.004350428,0.001643549,0.01768001,0.03462232],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0003287329,0.002610408,0.04132719,0.001331217,0.000116465,0.007736158,0.8354136,0.000996349,0.00232504,0.008350109,0.01635377,0.08311085],"study_design_scores_gemma":[0.00006325403,0.0005398622,0.009621409,0.0008049533,0.00003892685,0.00102564,0.9613463,0.0009220798,0.0005211888,0.004131169,0.02088638,0.00009886677],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8643091,0.0006972488,0.01828093,0.07738042,0.00181187,0.00580715,0.0002426711,0.000116609,0.0313541],"genre_scores_gemma":[0.9404529,0.0007464364,0.04420933,0.007121864,0.0002583212,0.002957633,0.0001155019,0.00004757272,0.00409039],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06543559,"threshold_uncertainty_score":0.3460606,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08261092720516362,"score_gpt":0.4071912792438258,"score_spread":0.3245803520386622,"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."}}