{"id":"W4389096425","doi":"10.24908/pocus.v8i2.16780","title":"High Tech POCUS Education in Remote Environments: An App Review","year":2023,"lang":"en","type":"article","venue":"POCUS Journal","topic":"Ultrasound in Clinical Applications","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0009427767,0.000113411,0.0002716867,0.000150891,0.00008719207,0.00002167966,0.0001684744,0.00008513268,0.000761432],"category_scores_gemma":[0.0006365681,0.0000947263,0.00008244136,0.0004869279,0.00005010292,0.0001317148,0.00002741684,0.0006038683,0.001226341],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001736347,"about_ca_system_score_gemma":0.0002461026,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005661207,"about_ca_topic_score_gemma":0.000008936429,"domain_scores_codex":[0.998543,0.00008004205,0.0005923343,0.0002225176,0.0003205785,0.000241566],"domain_scores_gemma":[0.9989811,0.0001450243,0.0001749276,0.0004030454,0.00004138568,0.0002545241],"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":[0.00005896259,0.001406654,0.01573163,0.0003339056,0.00006625414,0.00005229612,0.0001449452,0.00001266961,0.01550825,0.0009137182,0.05443279,0.9113379],"study_design_scores_gemma":[0.001815778,0.0004504087,0.4059027,0.003419437,0.0002646966,0.001457242,0.0001998284,0.00006432759,0.0005826594,0.04194264,0.5435202,0.0003801903],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9019291,0.01453779,0.0025044,0.06699038,0.001155359,0.001886612,0.00002052162,0.0002571337,0.0107187],"genre_scores_gemma":[0.7205554,0.1803878,0.05065197,0.01854794,0.003672152,0.0001422633,0.0004164686,0.0001822792,0.02544366],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9109578,"threshold_uncertainty_score":0.9995513,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03448707327591614,"score_gpt":0.3867796929827498,"score_spread":0.3522926197068337,"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."}}