{"id":"W4285490841","doi":"10.1371/journal.pone.0270328","title":"Open source surgical fracture table for digitally distributed manufacturing","year":2022,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Anatomy and Medical Technology","field":"Engineering","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Table (database); 3D printing; Open source; 3d printed; Operating table; Computer science; Computer hardware; Mechanical engineering; Software; Engineering; Operating system; Biomedical engineering; Database","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008452543,0.00008893869,0.0001954287,0.00002981697,0.0001308308,0.00003279781,0.000425865,0.00007323563,0.0005434489],"category_scores_gemma":[0.00003674949,0.00008993435,0.00003113001,0.00007760768,0.00002122821,0.00008558155,0.0003144086,0.000314157,0.00001058493],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006481379,"about_ca_system_score_gemma":0.0000138167,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006415666,"about_ca_topic_score_gemma":0.000001399744,"domain_scores_codex":[0.9993113,0.000007372916,0.0001198566,0.000143312,0.0001601463,0.0002580473],"domain_scores_gemma":[0.9996631,0.00007290774,0.00001753207,0.0001623299,0.000009597647,0.00007452298],"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":[0.001692427,0.01634036,0.003726861,0.004221185,0.009462692,0.001679875,0.001743151,0.2748428,0.007141933,0.01890582,0.4190402,0.2412027],"study_design_scores_gemma":[0.0006609136,0.00007234477,0.00003704454,0.00001789296,0.00003280349,0.000008594823,0.00007537045,0.007453338,0.02838726,0.001107476,0.9619891,0.0001578592],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8996323,0.001710536,0.07019498,0.004457094,0.0002220243,0.002209303,0.0009823909,0.002938813,0.01765251],"genre_scores_gemma":[0.9974017,0.00003273824,0.0006182981,0.0001460948,0.00006030054,0.0002704776,0.0002468038,0.00002926532,0.001194321],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5429489,"threshold_uncertainty_score":0.5950384,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01985672055126398,"score_gpt":0.2113036065742111,"score_spread":0.1914468860229472,"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."}}