{"id":"W4415943285","doi":"10.1002/sono.70020","title":"Time for Change? A Commentary on Scan Time Guidelines in Australasian Sonography","year":2025,"lang":"en","type":"article","venue":"Sonography","topic":"Radiology practices and education","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Sonographer; Workforce; Compromise; Patient safety; Ultrasonography; Private sector","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.05414481,0.001143428,0.002542732,0.002528097,0.009390537,0.007016053,0.008714103,0.05799946,0.005144455],"category_scores_gemma":[0.2813358,0.00137898,0.002589991,0.003299514,0.01830889,0.01036209,0.006438514,0.06747813,0.002152554],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02292312,"about_ca_system_score_gemma":0.05531061,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06236244,"about_ca_topic_score_gemma":0.07363974,"domain_scores_codex":[0.9144088,0.0492208,0.01290842,0.004696254,0.01392498,0.004840759],"domain_scores_gemma":[0.6287792,0.2872705,0.01290679,0.002887717,0.05503398,0.01312181],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005207622,0.00001430326,0.0001825674,0.001523666,0.00002127171,0.0007653217,0.006245912,0.00008551996,0.00008624711,0.009489752,0.9688807,0.01265264],"study_design_scores_gemma":[0.00008767151,0.00005528524,0.00071198,0.01772595,0.00006069348,0.001015648,0.008289714,0.0001811971,0.0001362771,0.0104739,0.961143,0.000118778],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0001440617,0.005856723,0.00008581603,0.9735868,0.01958927,0.000009081478,0.00001382075,0.00000831665,0.0007060283],"genre_scores_gemma":[0.006126088,0.005385842,0.0003867889,0.9648957,0.02228764,0.00006798619,0.00001592607,0.00004299784,0.0007910433],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.06236244,"threshold_uncertainty_score":0.2863486,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0464397322905909,"score_gpt":0.3829946899875465,"score_spread":0.3365549576969556,"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."}}