{"id":"W3202138208","doi":"10.1002/jbmr.4442","title":"A Validated Risk Prediction Model for Bone Fragility in Children With Acute Lymphoblastic Leukemia","year":2020,"lang":"en","type":"review","venue":"Journal of Bone and Mineral Research","topic":"Acute Lymphoblastic Leukemia research","field":"Medicine","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba; McMaster University; Brock University; University of Alberta; Université de Montréal; University of Toronto; Dalhousie University; University of Ottawa; McGill University; University of Calgary; Canadian Institutes of Health Research; Impact","funders":"Canadian Institutes of Health Research; University of Ottawa","keywords":"Medicine; Bone mineral; Osteoporosis; Receiver operating characteristic; Cohort; Logistic regression; Internal medicine; Pediatrics; Population","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.003816694,0.0005102675,0.003173972,0.00159258,0.000161463,0.0001060546,0.0002641716,0.0005702906,0.00001524343],"category_scores_gemma":[0.002227556,0.0003284861,0.000517154,0.001331535,0.0003581658,0.00024184,0.0002525976,0.002943395,0.0000083372],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003324762,"about_ca_system_score_gemma":0.01248244,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001803187,"about_ca_topic_score_gemma":0.00002441369,"domain_scores_codex":[0.9941127,0.0005329229,0.00177865,0.0006614312,0.001977244,0.0009370618],"domain_scores_gemma":[0.9958928,0.000920084,0.0007467333,0.0004259906,0.001179511,0.0008348823],"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":[0.01532192,0.001031778,0.002008608,0.02222937,0.007653858,0.004920419,0.0007361573,0.0003816736,0.0004368975,0.00005454815,0.03031943,0.9149054],"study_design_scores_gemma":[0.06761861,0.02517216,0.003073669,0.06906386,0.01933217,0.07144164,0.0002133939,0.3463521,0.00007443534,0.0006622457,0.3949744,0.002021325],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.03773313,0.9536544,0.003891364,0.0002778737,0.00005576003,0.003567877,0.0007038541,0.00002518863,0.0000905359],"genre_scores_gemma":[0.002960481,0.9915752,0.003372664,0.00003019733,0.0006205835,0.0001481707,0.0001712859,0.0001194512,0.001001933],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.912884,"threshold_uncertainty_score":0.9999167,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05654195570327863,"score_gpt":0.372034407339117,"score_spread":0.3154924516358384,"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."}}