{"id":"W2611459886","doi":"10.1002/acm2.12096","title":"The geographic penetration of the JACMP and the benefits of AAPM membership for clinical medical physicists worldwide","year":2017,"lang":"en","type":"editorial","venue":"Journal of Applied Clinical Medical Physics","topic":"Advances in Oncology and Radiotherapy","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Publishing; China; Pacific Rim; Library science; Political science; Public relations; Sociology; History; Law; Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02019155,0.0002890586,0.0004104714,0.004055328,0.00232723,0.008579894,0.001378269,0.001582814,0.02107208],"category_scores_gemma":[0.09847701,0.0003217511,0.0004871742,0.007343466,0.002315925,0.00636276,0.006467076,0.002930338,0.004772583],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002116921,"about_ca_system_score_gemma":0.005620551,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004419773,"about_ca_topic_score_gemma":0.007520351,"domain_scores_codex":[0.9822502,0.007301182,0.001165902,0.001674521,0.005668429,0.001939899],"domain_scores_gemma":[0.8627326,0.03441614,0.02375017,0.004421521,0.02879467,0.04588487],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0007339635,0.0001880295,0.2579261,0.002407088,0.0003261413,0.002025203,0.01595413,0.0009056526,0.002397948,0.0249661,0.2735079,0.4186617],"study_design_scores_gemma":[0.00006938922,0.0003865878,0.5394256,0.001380445,0.0001086556,0.002994237,0.02073244,0.0006309691,0.0005616168,0.005857377,0.427726,0.0001266831],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"editorial","genre_scores_codex":[0.3649317,0.04795107,0.003629995,0.3701224,0.01090309,0.000182957,0.00363222,0.0007345558,0.1979121],"genre_scores_gemma":[0.9464797,0.01190249,0.001993893,0.01329994,0.00973839,0.0001463415,0.001203939,0.0004243562,0.01481101],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.02107208,"threshold_uncertainty_score":0.1067844,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04096367574173951,"score_gpt":0.4499427913545013,"score_spread":0.4089791156127618,"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."}}