{"id":"W4379768330","doi":"10.1038/s41598-023-35603-9","title":"AI aided workflow for hip dysplasia screening using ultrasound in primary care clinics","year":2023,"lang":"en","type":"article","venue":"Scientific Reports","topic":"Hip disorders and treatments","field":"Medicine","cited_by":34,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"Canadian Institute for Advanced Research","keywords":"Sonographer; Medicine; Orthopedic surgery; Ultrasound; Primary care; Radiology; Surgery; Family medicine","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008499763,0.0001554487,0.0003160815,0.0003388961,0.000276194,0.0001166184,0.00005659404,0.000105867,0.00002784257],"category_scores_gemma":[0.0003140357,0.0001409474,0.0001513011,0.001032619,0.0001100208,0.0001254485,0.00003808794,0.0001315317,0.00001505287],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001516278,"about_ca_system_score_gemma":0.0003573339,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003110528,"about_ca_topic_score_gemma":0.00004696295,"domain_scores_codex":[0.9978669,0.00002326069,0.0005495846,0.0006987085,0.0004181113,0.000443467],"domain_scores_gemma":[0.998828,0.0001229816,0.0001683442,0.0005837843,0.0001628571,0.0001340326],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001212855,0.000184491,0.9500772,0.0003542969,0.00007905649,0.002641965,0.001656327,0.0007098903,0.004682574,0.000007304033,0.00628681,0.03319874],"study_design_scores_gemma":[0.01876328,0.0009676704,0.7562259,0.005699349,0.001420074,0.003306795,0.0100869,0.01174701,0.01347129,0.02279256,0.1531448,0.002374388],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9942014,0.0003842166,0.0005391128,0.0000993881,0.002911555,0.001009677,0.000008778686,0.0001148386,0.0007310246],"genre_scores_gemma":[0.989808,0.0000103555,0.006063771,0.0001550436,0.00007489002,0.00005378575,0.0009907223,0.00003858179,0.0028049],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1938513,"threshold_uncertainty_score":0.5747668,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04055072472433288,"score_gpt":0.3355880043263373,"score_spread":0.2950372796020044,"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."}}