{"id":"W2048340654","doi":"10.1118/1.3244124","title":"Poster — Wed Eve—20: Evolving Standards of Education and Training in Medical Physics in Six Regions of the World","year":2009,"lang":"en","type":"article","venue":"Medical Physics","topic":"Advances in Oncology and Radiotherapy","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Association of Physicists","funders":"","keywords":"Training (meteorology); Medical physicist; Engineering ethics; Order (exchange); Medical practice; Political science; Medical education; Medicine; Geography; Business; Engineering; Medical physics","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":[0.006354315,0.0003345815,0.0001953526,0.0006938689,0.003509708,0.004422472,0.001191052,0.003216171,0.04474938],"category_scores_gemma":[0.004251746,0.0002815446,0.0003693797,0.0005697254,0.001251279,0.001894537,0.003399875,0.003607644,0.01045716],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002419625,"about_ca_system_score_gemma":0.004172415,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004741533,"about_ca_topic_score_gemma":0.02476562,"domain_scores_codex":[0.9986302,0.000306644,0.00007224155,0.0001790634,0.0003986501,0.0004132418],"domain_scores_gemma":[0.9963176,0.0003041149,0.0002918788,0.000142936,0.001142713,0.001800634],"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":[0.001003367,0.0004576011,0.01924998,0.0006701518,0.00001855507,0.000760717,0.005658805,0.0005382067,0.005807573,0.008471443,0.7607791,0.1965844],"study_design_scores_gemma":[0.00005455503,0.000409861,0.07095895,0.0004504547,0.00001736508,0.0004407348,0.007204803,0.0003538985,0.002126232,0.002013968,0.915902,0.00006712111],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.1435275,0.01054017,0.006906434,0.3028363,0.06584837,0.001399674,0.002548792,0.0007839348,0.465609],"genre_scores_gemma":[0.3158576,0.00411232,0.01018793,0.01611884,0.007143814,0.0004134224,0.00141324,0.0004110232,0.6443419],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.04474938,"threshold_uncertainty_score":0.1497016,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02233003302222407,"score_gpt":0.3937415046602933,"score_spread":0.3714114716380692,"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."}}