{"id":"W4415438966","doi":"10.1302/1358-992x.2025.10.130","title":"EVALUATION OF A HYBRID DIGITAL AND IN-PERSON OUTPATIENT FRACTURE LIAISON SERVICE FOR NON-HIP FRAGILITY FRACTURES","year":2025,"lang":"en","type":"article","venue":"Orthopaedic Proceedings","topic":"Hip and Femur Fractures","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Osteoporosis; FRAX; Fragility; Fragility fracture; Health care; Hip fracture; Outpatient clinic; Ambulatory care","routes":{"ca_aff":true,"ca_fund":false,"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":[],"consensus_categories":[],"category_scores_codex":[0.0009907332,0.000228675,0.0004236806,0.0002818354,0.00006818613,0.00004396054,0.00009010197,0.0001596849,0.00002983156],"category_scores_gemma":[0.001412265,0.0001884216,0.0001098524,0.0003523097,0.00006309249,0.0002751806,0.00003574668,0.0003346608,0.000001365389],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001184188,"about_ca_system_score_gemma":0.000217159,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005123534,"about_ca_topic_score_gemma":0.00001351111,"domain_scores_codex":[0.9982587,0.00001027801,0.0003670985,0.0004273662,0.0006652116,0.0002713647],"domain_scores_gemma":[0.9983996,0.00009598304,0.0001807338,0.0001381625,0.001072296,0.0001132301],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003288852,0.0009452756,0.7962675,0.003703221,0.0002917474,0.00000656698,0.007989085,0.00003386675,0.004636134,0.00005687584,0.01414661,0.1686343],"study_design_scores_gemma":[0.009838083,0.001011826,0.9028695,0.001900012,0.00119748,0.00002984385,0.003189132,0.02128052,0.03401699,0.002893567,0.02126848,0.0005045384],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.990714,0.0006356184,0.0004451888,0.003675445,0.0001265321,0.001543803,0.00003177728,0.00003828275,0.002789376],"genre_scores_gemma":[0.9963172,0.00001909981,0.0001967876,0.003070981,0.0001119054,0.0001446721,0.00004846535,0.00001933687,0.00007156759],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1681297,"threshold_uncertainty_score":0.7683611,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01985272198876497,"score_gpt":0.3061604741863526,"score_spread":0.2863077521975876,"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."}}