{"id":"W4410146402","doi":"10.1101/2025.05.06.25327135","title":"Reliability of biomechanical mensuration methods of the sagittal cervical spine on radiography used in clinical practice: A systematic review of literature","year":2025,"lang":"en","type":"review","venue":"medRxiv","topic":"Medical Imaging and Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"Australian Spinal Research Foundation","keywords":"Reliability (semiconductor); Sagittal plane; Radiography; Orthodontics; Cervical spine; Clinical Practice; Medicine; Physical therapy; Physical medicine and rehabilitation; Radiology; Surgery; Physics","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.02929808,0.001841193,0.009531084,0.01566684,0.0008211503,0.004252584,0.002219575,0.002178633,0.003480762],"category_scores_gemma":[0.147363,0.001613892,0.008972835,0.01322564,0.001805573,0.003154657,0.002136585,0.001333113,0.0003579901],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004239151,"about_ca_system_score_gemma":0.01374706,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007362326,"about_ca_topic_score_gemma":0.01781133,"domain_scores_codex":[0.9663191,0.01245351,0.01153586,0.002221446,0.006988668,0.0004814076],"domain_scores_gemma":[0.8276268,0.1380359,0.02053442,0.002436815,0.01092796,0.0004380653],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0001474828,0.00001639001,0.001462228,0.9495212,0.009359594,0.00005989103,0.0003025161,0.00008150975,0.0001193043,0.0001703736,0.0007013883,0.0380581],"study_design_scores_gemma":[0.0001718672,0.0001982956,0.007843156,0.9111694,0.0704164,0.0003516616,0.000579698,0.0001039413,0.0002691951,0.0003502328,0.008494149,0.00005193874],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001285053,0.9974033,0.0002412101,0.000189079,0.00009652211,0.0003102734,0.000244706,0.000006983888,0.0002228033],"genre_scores_gemma":[0.03462401,0.9622217,0.001309317,0.0004294939,0.0001322703,0.0009020974,0.0002794655,0.0000102711,0.00009134821],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9707019,"threshold_uncertainty_score":0.1549449,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02795888219473237,"score_gpt":0.4172307514327987,"score_spread":0.3892718692380663,"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."}}