{"id":"W4409340693","doi":"10.21518/akh2025-021","title":"Application of autologous platelet-rich plasma in herniology: First results of a chronic experiment","year":2025,"lang":"en","type":"article","venue":"Ambulatornaya khirurgiya = Ambulatory Surgery (Russia)","topic":"Pelvic and Acetabular Injuries","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Platelet-rich plasma; Platelet; Medicine; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.00111855,0.0005293432,0.001855318,0.001024778,0.0001233735,0.00001359719,0.0003203447,0.0005772659,0.00008067713],"category_scores_gemma":[0.0003786816,0.0005078901,0.0004270347,0.001181211,0.0006134053,0.000169595,0.0001825666,0.0004888205,0.00004258818],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004750566,"about_ca_system_score_gemma":0.001071516,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004433934,"about_ca_topic_score_gemma":0.0001188976,"domain_scores_codex":[0.9954183,0.0001820751,0.002208529,0.0008874073,0.0005604653,0.0007432377],"domain_scores_gemma":[0.9966109,0.0008071116,0.0008751341,0.001317913,0.0001925597,0.0001963374],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.005884541,0.003038622,0.8715511,0.002430789,0.001280577,0.0002598452,0.001308079,0.002090555,0.06139143,0.005990602,0.01867202,0.02610182],"study_design_scores_gemma":[0.005237523,0.0003710228,0.6784937,0.001330182,0.0002008194,0.00009433497,0.0002613749,0.002511712,0.2670726,0.0002252231,0.04354447,0.000657093],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.989302,0.005677457,0.0001583624,0.0007711608,0.0007353238,0.0008979638,0.00005626098,0.0001537836,0.00224773],"genre_scores_gemma":[0.9981863,0.0003533432,0.0001866649,0.0001929077,0.0001286106,0.0001536584,0.0001134728,0.00005650554,0.0006284725],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2056811,"threshold_uncertainty_score":0.9997373,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01176608000211306,"score_gpt":0.2699837761414776,"score_spread":0.2582176961393645,"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."}}