{"id":"W4297855182","doi":"10.1002/acm2.13777","title":"AAPM Task Group 298: Recommendations on certificate program/alternative pathway candidate education and training","year":2022,"lang":"en","type":"article","venue":"Journal of Applied Clinical Medical Physics","topic":"Advances in Oncology and Radiotherapy","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Accreditation; Certificate; Medical education; Task group; Task (project management); Graduate medical education; Physics education; Commission; Task force; Medicine; Psychology; Computer science; Engineering management; Mathematics education; Political science; Engineering","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.09527708,0.00237859,0.002082452,0.008857848,0.005495346,0.006964481,0.009458972,0.02698862,0.01920848],"category_scores_gemma":[0.1348977,0.002501981,0.004304091,0.004763069,0.002856622,0.004482449,0.005339059,0.0126246,0.03148916],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006600275,"about_ca_system_score_gemma":0.07885306,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04090238,"about_ca_topic_score_gemma":0.05124401,"domain_scores_codex":[0.9287194,0.01904276,0.01178532,0.002711874,0.03230191,0.005438732],"domain_scores_gemma":[0.7875347,0.03633823,0.01823041,0.005035114,0.1274716,0.02538996],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005068001,0.0003118527,0.0009841888,0.0008548093,0.00001652699,0.0001160764,0.0002173208,0.0004434654,0.0004286525,0.001765899,0.9385439,0.05626659],"study_design_scores_gemma":[0.0001283164,0.0002278159,0.005848553,0.005397174,0.0000593618,0.0002377642,0.0005351276,0.0003979106,0.0006111111,0.002413113,0.9840268,0.000116881],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.006039081,0.03188872,0.03286387,0.58061,0.1406188,0.01907398,0.01229766,0.004215186,0.1723927],"genre_scores_gemma":[0.03628248,0.06403943,0.2011189,0.3211017,0.04566359,0.03591864,0.02787493,0.002424239,0.2655761],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.09527708,"threshold_uncertainty_score":0.5038794,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09756325511446949,"score_gpt":0.464459121765273,"score_spread":0.3668958666508035,"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."}}