{"id":"W4230846727","doi":"10.1097/bot.0000000000001927","title":"Study Summaries","year":2020,"lang":"en","type":"article","venue":"Journal of Orthopaedic Trauma","topic":"Hip and Femur Fractures","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institute for Health and Care Research","keywords":"Medicine; Malunion; Hip fracture; Avascular necrosis; Randomized controlled trial; Nonunion; Femoral neck; Surgery; Clinical trial; Physical therapy; Femoral head; Osteoporosis; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.009119478,0.001371923,0.00269698,0.00416227,0.001382142,0.004491925,0.002555206,0.003306847,0.6826958],"category_scores_gemma":[0.07493953,0.0007736307,0.003054957,0.004211277,0.0003515747,0.002607038,0.001933132,0.002696652,0.2602009],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001872069,"about_ca_system_score_gemma":0.006586957,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003231704,"about_ca_topic_score_gemma":0.003815805,"domain_scores_codex":[0.9935223,0.002752714,0.001821172,0.0005502048,0.001080313,0.0002733081],"domain_scores_gemma":[0.9586877,0.01506078,0.003495198,0.003635684,0.01686145,0.002259339],"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":[0.0005163826,0.00004459558,0.0001680287,0.003815262,0.0000835555,0.000025855,0.00001769902,0.0000321736,0.00002219372,0.0007369973,0.9507169,0.04382037],"study_design_scores_gemma":[0.001492917,0.0002154142,0.001102187,0.00762058,0.0001713566,0.0001093506,0.00007554803,0.00005579213,0.00007043356,0.002580188,0.9864775,0.00002880194],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"other","genre_scores_codex":[0.001002242,0.02409552,0.006866034,0.04154188,0.06877137,0.02882893,0.6244267,0.002634816,0.2018326],"genre_scores_gemma":[0.01122641,0.03182545,0.01390243,0.08503399,0.04491871,0.1046185,0.3907249,0.002736867,0.3150128],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.6826958,"threshold_uncertainty_score":0.4525959,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04518298443493,"score_gpt":0.3027664008248638,"score_spread":0.2575834163899338,"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."}}