{"id":"W4386414933","doi":"10.1097/pec.0000000000003052","title":"Virtual Coaching and the Reduction of Radial Head Subluxation","year":2023,"lang":"en","type":"article","venue":"Pediatric Emergency Care","topic":"Elbow and Forearm Trauma Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Lawson Health Research Institute; London Health Sciences Centre; Western University","funders":"","keywords":"Medicine; Coaching; Elbow; Subluxation; Emergency department; Reduction (mathematics); Checklist; Physical therapy; Population; Medical emergency; Surgery; Nursing; Psychology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001542989,0.00007968071,0.0001481792,0.0001131646,0.00009368785,0.000002579634,0.00003054452,0.00004623299,0.00004630431],"category_scores_gemma":[0.00005548453,0.00005277749,0.00007929384,0.0003759699,0.00003723936,0.00004046391,0.00001814531,0.00008394411,0.0000155395],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002592355,"about_ca_system_score_gemma":0.00003766309,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002053313,"about_ca_topic_score_gemma":0.00001876209,"domain_scores_codex":[0.9993047,0.00003880966,0.0002125544,0.0001368936,0.0001883602,0.0001187452],"domain_scores_gemma":[0.9996448,0.000029062,0.00006930472,0.0001314658,0.00007733609,0.00004800277],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001011572,0.0001436476,0.8811014,0.0005971057,0.0001797225,0.00001837708,0.04073485,0.0001441911,0.0006636766,0.006791424,0.009630184,0.05898381],"study_design_scores_gemma":[0.01002779,0.001108067,0.966043,0.00002657514,0.001691477,0.00006206808,0.01724578,0.0006523089,0.0007222462,0.0009521618,0.001162984,0.0003055547],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9940087,0.00314771,0.00002432286,0.0004156673,0.0006358918,0.0002962354,0.00001245708,0.00005602183,0.001402952],"genre_scores_gemma":[0.9934865,0.00525048,0.00003068128,0.000005508742,0.0007223786,0.00002386154,0.0001074095,0.00001091378,0.0003622582],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08494154,"threshold_uncertainty_score":0.2152204,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0195051588841523,"score_gpt":0.2865558637717254,"score_spread":0.2670507048875731,"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."}}