{"id":"W2612311996","doi":"10.1002/jum.14229","title":"Pair Scanning: Integrating the Student Sonographer Without Impacting Patient Care","year":2017,"lang":"en","type":"article","venue":"Journal of Ultrasound in Medicine","topic":"Human Resource Development and Performance Evaluation","field":"Psychology","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian National Institute Of Health; CNIB Foundation; Canadian Institute for Health Information","funders":"","keywords":"Medicine; Sonographer; Patient care; Medical education; Medical emergency; Nursing; Ultrasonography; Radiology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.01228521,0.0007529929,0.0004486029,0.0008254801,0.001805872,0.00130845,0.002153042,0.001285148,0.005042531],"category_scores_gemma":[0.02590039,0.0006200777,0.0006902323,0.0005208607,0.001936935,0.001816949,0.003972057,0.001265018,0.000899434],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001120833,"about_ca_system_score_gemma":0.006826522,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002381142,"about_ca_topic_score_gemma":0.006022317,"domain_scores_codex":[0.9816259,0.012613,0.0007671863,0.001658507,0.00242912,0.0009063307],"domain_scores_gemma":[0.9867719,0.005071024,0.001973465,0.002813847,0.001582022,0.001787673],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.006282235,0.02206164,0.05510797,0.001147427,0.0001386999,0.0006408007,0.0220879,0.001611926,0.0384164,0.002931814,0.005320999,0.8442522],"study_design_scores_gemma":[0.008854939,0.3647316,0.3307164,0.001463372,0.001745277,0.005737981,0.06026319,0.01683269,0.1376338,0.008781714,0.06259655,0.0006424607],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9408002,0.00015673,0.04594596,0.0008333215,0.00014524,0.005581327,0.00008486809,0.0003188105,0.006133518],"genre_scores_gemma":[0.8455493,0.0002797719,0.1428562,0.0008035785,0.0001162816,0.007001925,0.0001056869,0.00004798096,0.003239248],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01228521,"threshold_uncertainty_score":0.06497121,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04554798530245093,"score_gpt":0.4070290885018288,"score_spread":0.3614811031993779,"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."}}