{"id":"W2610746960","doi":"10.1097/mej.0000000000000467","title":"Review of existing measurement tools to assess spinal motion during prehospital immobilization","year":2017,"lang":"en","type":"review","venue":"European Journal of Emergency Medicine","topic":"Musculoskeletal pain and rehabilitation","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"China Academy of Engineering Physics; Canadian Association of Emergency Physicians","keywords":"Inclinometer; Medicine; Modalities; Inertial measurement unit; Accelerometer; Spinal surgery; Strain gauge; Medical physics; Computer science; Physical medicine and rehabilitation; Engineering; Surgery; Artificial intelligence; Electrical engineering","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":["metaresearch","metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.009467463,0.0004352924,0.002552764,0.0004804852,0.0001096889,0.000006629134,0.0004235334,0.00006896457,0.0005287599],"category_scores_gemma":[0.01536506,0.0002838349,0.0009496058,0.0003910501,0.00007620088,0.0001869285,0.00007876467,0.0005523844,0.00002544565],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002489612,"about_ca_system_score_gemma":0.0002404615,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002401545,"about_ca_topic_score_gemma":4.268791e-7,"domain_scores_codex":[0.9929529,0.001180315,0.003910181,0.0003380357,0.001365967,0.0002525485],"domain_scores_gemma":[0.9926502,0.00005389665,0.00419261,0.0006706938,0.002084859,0.0003477183],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"systematic_review","study_design_scores_codex":[0.00004071977,0.0001212849,0.00002787078,0.4261381,0.000245752,0.00003156164,0.00009152954,9.59992e-7,0.0002816782,0.00001170473,0.002506881,0.5705019],"study_design_scores_gemma":[0.0004537753,0.002074542,0.003636879,0.5620704,0.001408713,0.00006873169,0.000029723,4.951413e-7,0.000003210065,0.000002075449,0.430083,0.0001684374],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001280054,0.986674,0.001256356,0.0003278259,0.002831348,0.001489367,0.000003778992,0.0000141061,0.0072752],"genre_scores_gemma":[0.000414562,0.9962967,0.000384131,0.00003210877,0.0024084,0.000009078656,0.00003047162,0.00008285498,0.0003416642],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.5703335,"threshold_uncertainty_score":0.9999614,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4355478762173765,"score_gpt":0.4716825573395996,"score_spread":0.03613468112222312,"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."}}