{"id":"W4400696176","doi":"10.36948/ijfmr.2024.v06i04.24416","title":"A Retrospective, Multicenter, Observational Real World Post Market Clinical Follow Up Study to Evaluate Acute Safety and Device Procedural Success of ADVAPD (Polydioxanone) Surgical Suture. (ADVAPD PMCF Study)","year":2024,"lang":"en","type":"article","venue":"International Journal For Multidisciplinary Research","topic":"Surgical Sutures and Adhesives","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Princess Margaret Cancer Foundation","keywords":"Polydioxanone; Observational study; Medicine; Retrospective cohort study; Surgery; Multicenter study; Fibrous joint; Surgical robot; Computer science; Internal medicine; Artificial intelligence; Randomized controlled trial","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.007040229,0.0003748231,0.0008601262,0.000957319,0.0005029219,0.0003262198,0.0007048189,0.0001226766,0.0004742616],"category_scores_gemma":[0.001515713,0.0002715792,0.0005744152,0.0008918367,0.0002526247,0.0005117811,0.0009026646,0.001501302,0.00001345639],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005354571,"about_ca_system_score_gemma":0.0007118165,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002077019,"about_ca_topic_score_gemma":0.0009001716,"domain_scores_codex":[0.9927764,0.0008204305,0.001611361,0.0009594982,0.003145343,0.0006869655],"domain_scores_gemma":[0.9921612,0.002535582,0.0002153739,0.0003191746,0.004051046,0.0007176594],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0636538,0.005166553,0.9143541,0.0001298236,0.002997334,0.003085719,0.002625622,0.00002163717,0.0007030724,0.0003033394,0.002310478,0.004648464],"study_design_scores_gemma":[0.01264119,0.006373317,0.9649294,0.0006706208,0.0002977932,0.0004954543,0.004246996,0.00455256,0.000054353,0.0002075725,0.005246731,0.0002840023],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9818107,0.00041992,0.00003062799,0.01118974,0.002442867,0.003188431,0.0002991991,0.00004928509,0.0005692122],"genre_scores_gemma":[0.9856019,0.0004845567,0.0006740839,0.00007866191,0.001886598,0.0001371264,0.00008365054,0.00006839706,0.01098503],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05101262,"threshold_uncertainty_score":0.9999737,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1536925437910387,"score_gpt":0.5297233923015598,"score_spread":0.3760308485105212,"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."}}