{"id":"W4210712081","doi":"10.1097/bpo.0000000000002065","title":"Interobserver Variability of Hip Dysplasia Indices on Sweep Ultrasound for Novices, Experts, and Artificial Intelligence","year":2022,"lang":"en","type":"article","venue":"Journal of Pediatric Orthopaedics","topic":"Hip disorders and treatments","field":"Medicine","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan; University of Alberta","funders":"","keywords":"Ultrasound; Image quality; Dysplasia; Ultrasound imaging; Hip dysplasia","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":[0.02476681,0.0004241962,0.0005733163,0.002941845,0.0004712875,0.001157409,0.0006270697,0.0006481255,0.00112059],"category_scores_gemma":[0.07308903,0.0003495444,0.0006352004,0.0007401081,0.001110247,0.0007768273,0.001766667,0.0004425177,0.0003952316],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003800428,"about_ca_system_score_gemma":0.000240985,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006918207,"about_ca_topic_score_gemma":0.001236924,"domain_scores_codex":[0.9790597,0.009908451,0.003185041,0.003298237,0.003994144,0.0005543057],"domain_scores_gemma":[0.8846488,0.08431997,0.009687436,0.008169344,0.01159072,0.001583725],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009713476,0.00006356656,0.965759,0.0001328761,0.0005184222,0.000119932,0.002763521,0.0008807027,0.002952445,0.0001499863,0.0004578818,0.02523036],"study_design_scores_gemma":[0.00002723916,0.0003343482,0.9902045,0.0000443803,0.0001367285,0.0006469905,0.0007661885,0.004459786,0.002474643,0.0003520295,0.0005180823,0.00003518239],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9887431,0.0007261102,0.00776977,0.00004240094,0.00003633568,0.00007967908,0.0001545285,0.000107469,0.002340591],"genre_scores_gemma":[0.9971488,0.00005543202,0.002394348,0.00002096557,0.00001540709,0.00003659814,0.0001486604,0.00002474043,0.0001550187],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02476681,"threshold_uncertainty_score":0.130981,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03188243894076705,"score_gpt":0.2965559379956634,"score_spread":0.2646734990548964,"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."}}