{"id":"W4252714703","doi":"10.1093/jicru_ndp024","title":"8. Conclusions","year":2009,"lang":"en","type":"article","venue":"Journal of the ICRU","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Computer science","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003943136,0.0009314935,0.0005480972,0.001490135,0.001804606,0.006440937,0.002705618,0.001738368,0.2454541],"category_scores_gemma":[0.01545413,0.0002214698,0.0009925063,0.00103269,0.001085233,0.004636456,0.00264535,0.001867077,0.07018296],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002679461,"about_ca_system_score_gemma":0.004227314,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01050069,"about_ca_topic_score_gemma":0.008014681,"domain_scores_codex":[0.9970006,0.0005425317,0.0001301882,0.0005721163,0.001164901,0.0005897438],"domain_scores_gemma":[0.9901584,0.002515735,0.0005139345,0.0009284513,0.004979251,0.0009042207],"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":[0.00122936,0.0003744464,0.02496204,0.002340455,0.000188727,0.0004902139,0.001826567,0.003031609,0.002553891,0.1991623,0.4075977,0.3562427],"study_design_scores_gemma":[0.000110769,0.0001570206,0.02443117,0.002368208,0.0002068273,0.0003288164,0.006974853,0.001572141,0.003983436,0.1415888,0.8182018,0.00007620829],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.02704325,0.009845965,0.01888087,0.1075008,0.009533967,0.0003049467,0.01051991,0.001645407,0.8147248],"genre_scores_gemma":[0.3102203,0.008575155,0.01734556,0.06012341,0.00511076,0.000270099,0.00896904,0.00105821,0.5883275],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7545459,"threshold_uncertainty_score":0.8211257,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01057936024476507,"score_gpt":0.2708541439768684,"score_spread":0.2602747837321033,"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."}}