{"id":"W2048532097","doi":"10.1016/j.jmir.2009.03.002","title":"Proceedings from the 6th annual Toronto Radiation Medicine Conference, Friday, March 6, and Saturday, March 7, 2009","year":2009,"lang":"en","type":"article","venue":"Journal of medical imaging and radiation sciences","topic":"Advances in Oncology and Radiotherapy","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Health Sciences Centre; Sunnybrook Health Science Centre; Michener Institute; University of Toronto","funders":"","keywords":"Theme (computing); Variety (cybernetics); Event (particle physics); Medicine; Radiation oncology; Medical education; Radiation Therapist; Library science; History; Family medicine; Radiation therapy; Surgery; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.001231886,0.001096627,0.0007025258,0.0009296666,0.002251914,0.003025786,0.0009796419,0.001745394,0.2338663],"category_scores_gemma":[0.001650196,0.0003063356,0.0006089613,0.0006656633,0.0005059482,0.0007023575,0.001421484,0.002262361,0.0728271],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0038733,"about_ca_system_score_gemma":0.005529771,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.07461974,"about_ca_topic_score_gemma":0.4214094,"domain_scores_codex":[0.9994061,0.0000528316,0.00002067408,0.0000479223,0.0003725006,0.00009989057],"domain_scores_gemma":[0.9987732,0.00006878509,0.00005457584,0.000030655,0.0006168524,0.000455998],"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":[0.0000823716,0.00002662739,0.0001743369,0.00006730864,0.000007739714,0.00004087263,0.00001933356,0.00005338972,0.0001771871,0.0001255057,0.9808905,0.01833481],"study_design_scores_gemma":[0.00002386524,0.00003699279,0.002761642,0.0001369831,0.00001496995,0.00007138876,0.0001058491,0.00005809989,0.000175502,0.0001639046,0.9964375,0.00001338747],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.008943985,0.08112867,0.002835076,0.08473861,0.1944912,0.0007760156,0.01014972,0.0009762323,0.6159605],"genre_scores_gemma":[0.00694652,0.02093541,0.0008241687,0.002763568,0.0106254,0.0000859786,0.002231576,0.0002296917,0.9553577],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2338663,"threshold_uncertainty_score":0.7823606,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01552211773847791,"score_gpt":0.3841116971252454,"score_spread":0.3685895793867675,"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."}}