{"id":"W7055188004","doi":"","title":"Budget Impact Analysis of Minimally Invasive versus Open Transforaminal Lumbar Interbody Fusion for Lumbar Degenerative Disease: A European Hospital Perspective","year":2024,"lang":"en","type":"article","venue":"DOAJ (DOAJ: Directory of Open Access Journals)","topic":"Advanced Frequency and Time Standards","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Blood loss; Lumbar; Complication; Spinal surgery; Spinal fusion; Cost analysis; Economic analysis; Degenerative disc disease","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","scholarly_communication","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0008034178,0.0004679517,0.001085467,0.0007996914,0.0002880151,0.001309988,0.00222375,0.00004942118,0.009170632],"category_scores_gemma":[0.0001355494,0.000406777,0.001011733,0.001603753,0.0002368684,0.00279876,0.0005995317,0.0003527794,0.000006194802],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002671932,"about_ca_system_score_gemma":0.0006493002,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008189057,"about_ca_topic_score_gemma":0.00009733836,"domain_scores_codex":[0.9971825,0.0003081594,0.0008441989,0.0007395678,0.0004980865,0.0004274896],"domain_scores_gemma":[0.9976094,0.0002472982,0.0005695964,0.0004221446,0.0007911572,0.0003604461],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.01641571,0.005840258,0.2751465,0.0009938128,0.08552066,0.0006703984,0.03041628,0.01155283,0.2938095,0.05011523,0.06678209,0.1627368],"study_design_scores_gemma":[0.008682849,0.001245237,0.831813,0.002914491,0.01309777,0.000003108912,0.007911969,0.003839594,0.06343261,0.05740607,0.006312426,0.003340922],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9407889,0.01100409,0.01729229,0.0001929005,0.0007602364,0.00194281,0.006846887,0.00003184434,0.02114],"genre_scores_gemma":[0.9976605,0.0006971636,0.000482846,0.00001798365,0.0004482548,0.00009640734,0.0002558921,0.00007528633,0.0002656687],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5566665,"threshold_uncertainty_score":0.9998384,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1020752680811541,"score_gpt":0.5355865944377475,"score_spread":0.4335113263565934,"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."}}