{"id":"W2771976661","doi":"10.1188/18.onf.13-14","title":"New Year, New Look","year":2017,"lang":"en","type":"article","venue":"Oncology nursing forum","topic":"Advances in Oncology and Radiotherapy","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"CancerCare Manitoba","funders":"","keywords":"Medicine; Cover (algebra); Medical education; Mechanical engineering","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001056966,0.0001313746,0.0003573074,0.00005696872,0.0004424787,0.00001722775,0.0002366537,0.0003382438,0.0007987111],"category_scores_gemma":[0.000130352,0.0001140076,0.00009185186,0.00003152616,0.0004433009,0.0001339143,0.00002579465,0.0003297579,0.0002553681],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005235574,"about_ca_system_score_gemma":0.001167274,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003321691,"about_ca_topic_score_gemma":0.00003928021,"domain_scores_codex":[0.9990633,0.0000244412,0.0001630188,0.0002514422,0.0000985408,0.0003992301],"domain_scores_gemma":[0.9988756,0.00007395129,0.0001610102,0.0005888665,0.00002664435,0.0002739073],"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":[0.0004134935,0.0001147167,0.01424528,0.00000301105,0.00004302058,0.00008553344,0.0002426069,0.00000129093,0.0004113812,0.005074512,0.4144726,0.5648926],"study_design_scores_gemma":[0.004454257,0.001518271,0.019761,0.0001447937,0.00008872975,0.0004688356,0.000199716,0.00002729532,0.0006231834,0.01720251,0.9553727,0.000138723],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00998395,0.00332819,0.04924344,0.2506786,0.01145749,0.000550378,0.000002180338,0.0002213089,0.6745344],"genre_scores_gemma":[0.1638509,0.001116939,0.3384804,0.01462202,0.009049649,0.00001342975,0.00002042877,0.000125766,0.4727205],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5647539,"threshold_uncertainty_score":0.8745327,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02421036564341275,"score_gpt":0.4303750750891684,"score_spread":0.4061647094457557,"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."}}