{"id":"W4210658101","doi":"10.1136/bmjopen-2021-052119","title":"Development of a clinical prediction model to inform clinical decision making for classification of patients with sciatica, based on their clinical characteristics, in the Greek health system: protocol for a prospective predictive exploratory study","year":2022,"lang":"en","type":"article","venue":"BMJ Open","topic":"Medical Imaging and Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Sciatica; Medicine; Observational study; Physical therapy; Protocol (science); Prospective cohort study; Low back pain; Physical medicine and rehabilitation; Alternative medicine; Surgery; Internal medicine; Pathology","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":[0.05574709,0.001671431,0.00158883,0.00113868,0.001917518,0.0016729,0.002145227,0.001715347,0.01408189],"category_scores_gemma":[0.06132663,0.001110301,0.003728295,0.001508522,0.001333433,0.001328349,0.00200093,0.002273919,0.002572801],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004186651,"about_ca_system_score_gemma":0.0136128,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002959867,"about_ca_topic_score_gemma":0.003033193,"domain_scores_codex":[0.9813157,0.01400072,0.001743535,0.000939785,0.001298943,0.0007014112],"domain_scores_gemma":[0.9705851,0.01259726,0.003423742,0.004193067,0.007939113,0.001261784],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.1369932,0.07333022,0.2007382,0.01534504,0.003481379,0.001439749,0.006915497,0.06713319,0.004737832,0.0150319,0.04967938,0.4251743],"study_design_scores_gemma":[0.1510825,0.1773265,0.3238932,0.01357691,0.005542002,0.001093775,0.006144797,0.1885133,0.01477141,0.02408929,0.09265668,0.001309652],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.0552537,0.0001447989,0.02872282,0.0004956154,0.0001382035,0.9066247,0.006534685,0.0001184228,0.001967124],"genre_scores_gemma":[0.03083785,0.00006933193,0.02686114,0.0001022272,0.00001591611,0.9398011,0.002045485,0.000006629357,0.0002602688],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.05574709,"threshold_uncertainty_score":0.2948223,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2280044998099202,"score_gpt":0.4838073068332522,"score_spread":0.255802807023332,"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."}}