{"id":"W2017323587","doi":"10.1088/1742-6596/573/1/011001","title":"8th International Conference on 3D Radiation Dosimetry (IC3DDose)","year":2015,"lang":"en","type":"article","venue":"Journal of Physics Conference Series","topic":"Advanced Radiotherapy Techniques","field":"Physics and Astronomy","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Dosimetry; Library science; Medicine; Archaeology; Geography; Nuclear medicine; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001742473,0.0001824075,0.0002783395,0.00008384707,0.00005005127,0.0001209641,0.0003523165,0.00003997896,0.0003148009],"category_scores_gemma":[0.00001644128,0.0001585057,0.0001001633,0.0001210475,0.0001248421,0.0009995357,0.00003339027,0.0003096772,0.000008831869],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008306606,"about_ca_system_score_gemma":0.0002942703,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001032031,"about_ca_topic_score_gemma":3.924418e-7,"domain_scores_codex":[0.9988875,0.0000527843,0.000352082,0.0001384912,0.0004039467,0.0001652391],"domain_scores_gemma":[0.9985613,0.00003140382,0.000559669,0.0001747449,0.0005477552,0.0001250787],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001873966,0.0001790415,0.004877851,0.00000426229,0.0001601433,0.000004526967,0.0009357253,0.000219886,0.008424827,0.4470824,0.001401047,0.5365229],"study_design_scores_gemma":[0.002006375,0.001258368,0.0008679727,0.0001972449,0.00005538455,0.00001939834,0.001626497,0.001333153,0.7173977,0.2504401,0.02419785,0.0005999284],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02593012,0.00005794192,0.9502584,0.0007456554,0.00103281,0.0001320259,0.00003996456,0.00004516435,0.02175795],"genre_scores_gemma":[0.9868822,0.00006705791,0.01132021,0.0000834738,0.001177503,0.000004757006,0.00001518807,0.00001937786,0.0004302611],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.960952,"threshold_uncertainty_score":0.6463677,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03626842686759372,"score_gpt":0.3117723677639163,"score_spread":0.2755039408963226,"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."}}