{"id":"W3109790080","doi":"10.24908/pocus.v5i2.14433","title":"Developing and Evaluating a Remote Quality Assurance System for Point-of-Care Ultrasound for an Internal Medicine Residency Global Health Track","year":2020,"lang":"en","type":"article","venue":"POCUS Journal","topic":"Ultrasound in Clinical Applications","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Quality assurance; Medicine; Point of care ultrasound; Medical physics; General partnership; Quality (philosophy); Medical education; Health care; Ultrasound; Radiology; Business","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.002897087,0.000178137,0.0007284897,0.00003584616,0.000280173,0.00003752467,0.0001968418,0.00009238005,0.00001395123],"category_scores_gemma":[0.009920057,0.000142298,0.0001440013,0.0001907064,0.0001197539,0.0001472068,0.00002021631,0.0003140328,0.000001330243],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004016612,"about_ca_system_score_gemma":0.0009794708,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001223506,"about_ca_topic_score_gemma":0.00009700568,"domain_scores_codex":[0.9971518,0.0002149415,0.001497293,0.0003659948,0.0004460204,0.0003239452],"domain_scores_gemma":[0.9950583,0.002408343,0.000911204,0.0002092841,0.0008924679,0.0005203804],"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":[0.01527735,0.0004527852,0.2168273,0.03572738,0.001540461,0.00001974324,0.03550229,0.000092227,0.04591335,0.06839775,0.01010078,0.5701485],"study_design_scores_gemma":[0.04952111,0.04145208,0.6648882,0.02429927,0.001778585,0.00826118,0.06483237,0.007578996,0.003810579,0.1253933,0.006452767,0.001731563],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3774345,0.003067945,0.5798866,0.0368108,0.0003328464,0.001729487,0.0001759795,0.00007033558,0.0004915931],"genre_scores_gemma":[0.7625787,0.0001524468,0.2349111,0.001288921,0.0009965649,0.00001702581,0.00002593434,0.00002086629,0.000008405998],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.568417,"threshold_uncertainty_score":0.9984198,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2028410484893705,"score_gpt":0.5115458429295986,"score_spread":0.3087047944402281,"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."}}