{"id":"W4312095291","doi":"10.1002/jso.27181","title":"LUMiC® endoprosthesis for pelvic reconstruction: A Canadian experience","year":2022,"lang":"en","type":"article","venue":"Journal of Surgical Oncology","topic":"Sarcoma Diagnosis and Treatment","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital; University of Ottawa; Université de Montréal; Dalhousie University; University of Toronto; Centre Hospitalier Universitaire Sainte-Justine; Mount Sinai Hospital; Hôpital Maisonneuve-Rosemont; McGill University Health Centre","funders":"","keywords":"Medicine; Surgery; Orthopedic surgery; Prosthesis; Implant; Retrospective cohort study; Aseptic processing; Sarcoma","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002874882,0.00007312834,0.0003756,0.000178759,0.0001635843,0.000006016351,0.00007435064,0.00004955846,0.002046223],"category_scores_gemma":[0.00003806758,0.00005699675,0.000227655,0.0001259707,0.00005956797,0.00003907745,0.00001313891,0.0002023398,0.000004436981],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009445402,"about_ca_system_score_gemma":0.0008222637,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008700643,"about_ca_topic_score_gemma":0.0006518503,"domain_scores_codex":[0.9990903,0.00007048852,0.0003571826,0.0001057276,0.0001679258,0.00020834],"domain_scores_gemma":[0.9989753,0.0003158289,0.0001930745,0.0000814536,0.0001215568,0.0003128194],"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":[0.002251989,0.001516021,0.1749028,0.00001768574,0.0003505625,0.01989951,0.001252594,0.00002723073,0.0003011266,0.001249732,0.01091521,0.7873155],"study_design_scores_gemma":[0.003487374,0.002513357,0.008274189,0.00001209148,0.00009945712,0.0527734,0.001057784,0.00001700163,0.0002775058,0.0001381004,0.9312937,0.00005602519],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9702554,0.001507165,0.00000433969,0.02078437,0.000867001,0.0002647724,0.00001456748,0.000005604646,0.006296784],"genre_scores_gemma":[0.996969,0.0003341484,0.001306109,0.0007508739,0.0003114213,0.0001056116,0.000002382064,0.000008673477,0.0002117901],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9203785,"threshold_uncertainty_score":0.998866,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03570837286649239,"score_gpt":0.3212355611094526,"score_spread":0.2855271882429602,"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."}}