{"id":"W7117251249","doi":"10.1136/bmjresp-2024-002556","title":"Development of a clinical prediction model for falls in individuals with COPD","year":2025,"lang":"en","type":"article","venue":"BMJ Open Respiratory Research","topic":"Balance, Gait, and Falls Prevention","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta; West Park Healthcare Centre; Hamilton Health Sciences; Dalhousie University; University of Toronto; McMaster University","funders":"Canadian Institutes of Health Research; National Institute for Health and Care Research; National Sanitarium Association","keywords":"COPD; Pulmonary disease; Poison control; MEDLINE; Human factors and ergonomics","routes":{"ca_aff":true,"ca_fund":true,"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":[0.02731116,0.0001177183,0.0005028031,0.0003877454,0.0005311514,0.00002670311,0.0006834953,0.0003354822,0.00001557122],"category_scores_gemma":[0.001021125,0.00009697448,0.0000500354,0.0006541578,0.0001341649,0.0002141017,0.0006587827,0.0009226112,0.00003505294],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001756735,"about_ca_system_score_gemma":0.006741329,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005031338,"about_ca_topic_score_gemma":0.00145816,"domain_scores_codex":[0.9948738,0.001806099,0.00165673,0.0004626669,0.0006220452,0.0005787173],"domain_scores_gemma":[0.9973571,0.001074052,0.0002990371,0.0004886525,0.0006672366,0.0001139467],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002047884,0.001317987,0.9163782,0.001395421,0.0001275124,0.000002335975,0.003117327,0.00002720783,0.001418403,0.005591996,0.0390336,0.0295421],"study_design_scores_gemma":[0.008241802,0.0002956451,0.8916895,0.002247717,0.00001158359,9.709993e-8,0.002515706,0.007216643,0.00003563028,0.001374546,0.0862247,0.0001464732],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.953549,0.00009232357,0.005528884,0.0003299412,0.0002037357,0.01650374,0.00009903419,0.00002838011,0.02366492],"genre_scores_gemma":[0.9196995,0.00003950287,0.03837672,0.001365139,0.0002286002,0.02015884,0.0001006405,0.00005664847,0.01997441],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04719111,"threshold_uncertainty_score":0.9988895,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4488925546812516,"score_gpt":0.6151588549149493,"score_spread":0.1662663002336977,"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."}}