{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003463275,0.0001237154,0.0003198472,0.00002889887,0.0004135791,0.00002712887,0.0000300268,0.00008169706,0.00004005734],"category_scores_gemma":[0.0002342254,0.0001032861,0.0001235004,0.00008728764,0.00008486221,0.00007636,0.00001476124,0.0001766685,0.000002360499],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009388873,"about_ca_system_score_gemma":0.0002604754,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002570728,"about_ca_topic_score_gemma":0.0001321733,"domain_scores_codex":[0.9989364,0.00004390461,0.0003870398,0.0002181821,0.00009558844,0.000318878],"domain_scores_gemma":[0.998265,0.001004461,0.0001218495,0.0001909982,0.0001093887,0.0003083444],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001987349,0.001605246,0.001936186,0.00406228,0.0008063918,0.0003483173,0.008297155,0.000008528593,0.02519355,0.009849002,0.2263027,0.7196033],"study_design_scores_gemma":[0.01775219,0.003598725,0.01098043,0.0009259242,0.0005810427,0.06100668,0.0270356,0.004670987,0.0007015166,0.02269129,0.8491736,0.0008820046],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8525582,0.001153507,0.01370558,0.1295137,0.0003025623,0.001904795,0.0005645436,0.00009210653,0.000205015],"genre_scores_gemma":[0.6203902,0.002504969,0.2792533,0.09008633,0.001940675,0.0001481175,0.003327143,0.0000698049,0.002279486],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7187213,"threshold_uncertainty_score":0.4211886,"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."}}