{"id":"W4235162612","doi":"10.32920/ryerson.14648061","title":"Design & development of a novel glass polyalkenoate cement for sternal fixation and repair, in the event of median sternotomy surgery","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Advanced ceramic materials synthesis","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University; Dalhousie University","funders":"","keywords":"Median sternotomy; X-ray photoelectron spectroscopy; Magic angle spinning; Materials science; Fourier transform infrared spectroscopy; Fixation (population genetics); Surgery; Dentistry; Chemistry; Medicine; Nuclear magnetic resonance spectroscopy; Nuclear magnetic resonance; Chemical engineering; Organic chemistry","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":[0.003562815,0.0002909504,0.000725629,0.000166944,0.00004886327,0.00005033307,0.0003419352,0.0001526897,0.0001731114],"category_scores_gemma":[0.0003064617,0.0002182593,0.0001218181,0.00007909954,0.0000836635,0.00009665953,0.0004441928,0.00008848495,0.000001055205],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001394478,"about_ca_system_score_gemma":0.0005298295,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002905316,"about_ca_topic_score_gemma":0.0004181179,"domain_scores_codex":[0.9968842,0.0003048904,0.001401277,0.0005596387,0.000540553,0.00030941],"domain_scores_gemma":[0.9972066,0.001059836,0.0009628761,0.0005452483,0.0001767185,0.00004874158],"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":[0.0003686235,0.0004355012,0.0006577826,0.002448025,0.00008450808,0.000004313521,0.006809018,0.002144953,0.9834632,0.00009161586,0.00005436333,0.003438135],"study_design_scores_gemma":[0.0007185899,0.00003166157,0.005514275,0.00129054,0.00006744732,0.00001099163,0.0007924733,0.001630633,0.9887428,0.0004456116,0.0003149396,0.0004400854],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6042792,0.00006669924,0.3941749,0.0000945603,0.0003614657,0.0009189975,0.00007353401,0.0000181771,0.00001247113],"genre_scores_gemma":[0.6737499,0.00004070522,0.3255036,0.00005066074,0.00003854806,0.0004811336,0.00005060725,0.00002158929,0.00006329129],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06947071,"threshold_uncertainty_score":0.8900354,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0886209239247999,"score_gpt":0.3050232839734883,"score_spread":0.2164023600486884,"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."}}