{"id":"W3162351359","doi":"10.1371/journal.pone.0251880","title":"Development and ex-vivo assessment of a novel patient specific guide and instrumentation system for minimally invasive total shoulder arthroplasty","year":2021,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Shoulder Injury and Treatment","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"Leverhulme Trust; Wellcome Trust; Wellcome","keywords":"Arthroplasty; Medicine; Neurovascular bundle; Cadaveric spasm; Scapula; Shoulders; Invasive surgery; Surgery; Biomedical engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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":[0.001617387,0.0004571736,0.0002476686,0.0002806363,0.0001201808,0.0005286114,0.0005122291,0.0007308418,0.0009518742],"category_scores_gemma":[0.002945189,0.000348161,0.0002554037,0.0001877639,0.0005761929,0.0005279522,0.0004292339,0.0003305997,0.0003064782],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002933452,"about_ca_system_score_gemma":0.0006649176,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005366824,"about_ca_topic_score_gemma":0.0008779203,"domain_scores_codex":[0.9990723,0.0001531222,0.00008367007,0.0001245578,0.000521734,0.00004448721],"domain_scores_gemma":[0.9982002,0.0004455267,0.0003773564,0.0002740952,0.0006247276,0.00007809464],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001778306,0.0001021645,0.004041575,0.0001862096,0.00002709492,0.00009441214,0.0002486449,0.004131519,0.9620837,0.0001654351,0.000167166,0.02857425],"study_design_scores_gemma":[0.00007856999,0.006785952,0.05621113,0.0000567193,0.0001726333,0.002342366,0.0002585825,0.03864492,0.8841086,0.0001286629,0.01109524,0.000116624],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6991658,0.0006754335,0.2983708,0.00008194392,0.00006531824,0.0002682819,0.0001758557,0.0004491233,0.000747435],"genre_scores_gemma":[0.7412446,0.0003852152,0.2566166,0.00007782708,0.00001520513,0.0001853503,0.0002471849,0.00005102293,0.001177126],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001617387,"threshold_uncertainty_score":0.008553684,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06412774882692443,"score_gpt":0.2953935282350377,"score_spread":0.2312657794081133,"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."}}