{"id":"W1977800815","doi":"10.1371/journal.pone.0122312","title":"Surgical Data and Early Postoperative Outcomes after Minimally Invasive Lumbar Interbody Fusion: Results of a Prospective, Multicenter, Observational Data-Monitored Study","year":2015,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Spine and Intervertebral Disc Pathology","field":"Medicine","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"Horizon Health Network","funders":"","keywords":"Medicine; Oswestry Disability Index; Visual analogue scale; Observational study; Lumbar; Surgery; Back pain; Low back pain; Prospective cohort study; Spinal fusion; Internal medicine","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002636209,0.00042915,0.0004876621,0.0009087771,0.0005364602,0.0007082054,0.0004799983,0.0006993538,0.001133664],"category_scores_gemma":[0.005996986,0.000281136,0.0008093636,0.001103877,0.0004184663,0.00081029,0.0005337358,0.0007185253,0.0003023115],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003149501,"about_ca_system_score_gemma":0.0003482576,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008817611,"about_ca_topic_score_gemma":0.001033083,"domain_scores_codex":[0.9981655,0.0007006256,0.000325796,0.0003206896,0.0003390047,0.0001483599],"domain_scores_gemma":[0.988708,0.001971223,0.006786488,0.0006689141,0.0008430185,0.001022358],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001552256,0.0004782446,0.9962205,0.00002096256,0.0001048467,0.00004664242,0.00009897439,0.00003460189,0.0002399098,0.000004257406,0.00004970029,0.001149225],"study_design_scores_gemma":[0.00008193863,0.002061387,0.9971223,0.000006836791,0.00006436645,0.0001495211,0.000158413,0.0001002031,0.000135983,0.000005616437,0.0001046473,0.000008748526],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9993064,0.0001441624,0.00008281136,0.00001131053,0.0000036742,0.0000286961,0.0002948862,0.000002252094,0.0001256428],"genre_scores_gemma":[0.9990047,0.00005824819,0.0001025495,0.0000227553,0.00001203483,0.00004945572,0.000676884,0.000002155784,0.00007125381],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002636209,"threshold_uncertainty_score":0.01394176,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2144767158669672,"score_gpt":0.3568201152896912,"score_spread":0.142343399422724,"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."}}