{"id":"W2899599177","doi":"10.1503/cmaj.180447","title":"Patient engagement in research related to accelerated surgical care and treatment for hip fracture","year":2018,"lang":"en","type":"article","venue":"Canadian Medical Association Journal","topic":"Hip and Femur Fractures","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hamilton Health Sciences; McMaster University; Population Health Research Institute","funders":"McMaster University","keywords":"Hip fracture; Medicine; Computer science; Surgery; Osteoporosis; Pathology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.03317157,0.0003421073,0.0008671341,0.001262032,0.003999216,0.005864541,0.001297513,0.003940728,0.02736521],"category_scores_gemma":[0.1710784,0.0003618406,0.0007855532,0.002200061,0.003294545,0.003412401,0.008993334,0.006980332,0.00257635],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004439346,"about_ca_system_score_gemma":0.03284344,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005636336,"about_ca_topic_score_gemma":0.01753527,"domain_scores_codex":[0.9184846,0.06232629,0.00329617,0.00163416,0.01074605,0.003512672],"domain_scores_gemma":[0.8210594,0.06996834,0.02721132,0.00586393,0.01513392,0.06076314],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.0005908238,0.001806948,0.144859,0.003758461,0.0005946623,0.0004127108,0.01038174,0.0003341118,0.0005217113,0.009642974,0.3544328,0.4726641],"study_design_scores_gemma":[0.0009678628,0.002854608,0.2396049,0.01404839,0.0004949728,0.00232653,0.0313946,0.000735568,0.0005348105,0.05403361,0.6526677,0.0003365278],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.05111446,0.02231571,0.001294978,0.8422982,0.002515927,0.0004455588,0.001342991,0.0001519421,0.07852018],"genre_scores_gemma":[0.6367556,0.05566401,0.01297677,0.2623993,0.01584879,0.001584948,0.002575108,0.0001368005,0.0120587],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03317157,"threshold_uncertainty_score":0.1754302,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05435416211758798,"score_gpt":0.3755020013464788,"score_spread":0.3211478392288908,"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."}}