{"id":"W3181114549","doi":"10.22605/rrh6328","title":"A case for mandatory ultrasound training for rural general practitioners: a commentary","year":2021,"lang":"en","type":"article","venue":"Rural and Remote Health","topic":"Ultrasound in Clinical Applications","field":"Medicine","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"","keywords":"Medicine; Context (archaeology); Medical emergency; Point of care; Intensive care medicine; Point of care ultrasound; Point-of-care testing; Emergency department; Emergency medicine; Nursing; Pathology","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":[0.02201836,0.0007855713,0.002104869,0.002137957,0.00456739,0.005456029,0.007939984,0.05334684,0.01303239],"category_scores_gemma":[0.1898502,0.001069093,0.003252355,0.002336007,0.009016261,0.01282829,0.003936005,0.04898107,0.004236531],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01310489,"about_ca_system_score_gemma":0.03010727,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03244086,"about_ca_topic_score_gemma":0.05133204,"domain_scores_codex":[0.9728252,0.01245448,0.004953446,0.002784975,0.005148245,0.001833639],"domain_scores_gemma":[0.722908,0.2206349,0.01058414,0.003175378,0.02855288,0.01414471],"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":[0.00005054854,0.00001897784,0.0005675236,0.003226367,0.00005435928,0.001370695,0.001192015,0.00006393774,0.00005376062,0.004172043,0.9733847,0.01584502],"study_design_scores_gemma":[0.0002218065,0.00006910695,0.002448855,0.04166168,0.0001923042,0.003788514,0.005432501,0.000217186,0.0001029588,0.01105384,0.9346446,0.000166602],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0002173863,0.008688047,0.00009080126,0.9696943,0.02028749,0.00001832862,0.00004462845,0.00001523106,0.0009437668],"genre_scores_gemma":[0.002907581,0.00742627,0.000330676,0.9635932,0.02506215,0.00006541428,0.00002599126,0.00002786578,0.0005608147],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.05334684,"threshold_uncertainty_score":0.1164456,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08009874681789265,"score_gpt":0.3986288620089632,"score_spread":0.3185301151910706,"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."}}