{"id":"W3164222140","doi":"10.6004/jnccn.2021.0024","title":"Open Notes Are Here: Are We Ready?","year":2021,"lang":"en","type":"article","venue":"Journal of the National Comprehensive Cancer Network","topic":"Research Data Management Practices","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Pancreas Centre (Canada)","funders":"University of California, San Francisco; American Society of Clinical Oncology; Helen Diller Family Comprehensive Cancer Center, University of California, San Francisco; V Foundation for Cancer Research; Pancreatic Cancer Action Network; Lustgarten Foundation; National Cancer Institute; Conquer Cancer Foundation","keywords":"Medicine; MEDLINE","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":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.0006533711,0.0001304971,0.0002680444,0.00006798917,0.0003091467,0.002033418,0.004866472,0.00004116392,0.00004679829],"category_scores_gemma":[0.0009051078,0.00009320283,0.0001226715,0.0009550945,0.00005666091,0.008107511,0.003289565,0.000495333,0.000009924215],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002421865,"about_ca_system_score_gemma":0.0005938907,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001618779,"about_ca_topic_score_gemma":0.00005842864,"domain_scores_codex":[0.9971138,0.0005128387,0.0004030525,0.0002777858,0.001429114,0.0002633752],"domain_scores_gemma":[0.9935432,0.001126502,0.001236854,0.0004575236,0.003533212,0.0001026933],"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":[0.0001350588,0.0001745567,0.01223823,0.00007737328,0.0006792563,0.0002591992,0.00009793512,0.156393,0.0003283899,0.09375744,0.7288429,0.00701674],"study_design_scores_gemma":[0.0006746551,0.0000378203,0.04272851,0.0005917471,0.0000298063,0.0001356328,0.0001923964,0.003200989,0.0002851118,0.01816177,0.9337814,0.0001801914],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.007227378,0.06433335,0.07231852,0.8316262,0.01138085,0.001144794,0.0001423104,0.00006576732,0.01176079],"genre_scores_gemma":[0.7536555,0.05155688,0.09378039,0.07482926,0.01322783,0.00009758748,0.00002088708,0.0001022605,0.01272942],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.756797,"threshold_uncertainty_score":0.9990026,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2708778978010283,"score_gpt":0.4301028239749112,"score_spread":0.159224926173883,"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."}}