{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002990548,0.0008787211,0.001128715,0.003539136,0.0005466031,0.002109469,0.00117153,0.001395138,0.01526557],"category_scores_gemma":[0.01279503,0.0003623135,0.001491652,0.001760919,0.000328121,0.003136198,0.001542105,0.001506278,0.005152364],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000417662,"about_ca_system_score_gemma":0.001927722,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001235769,"about_ca_topic_score_gemma":0.00408365,"domain_scores_codex":[0.998059,0.0005276338,0.0003102719,0.0001196896,0.0008732309,0.0001101993],"domain_scores_gemma":[0.9894632,0.007398639,0.0009233709,0.0001373508,0.001738662,0.0003387606],"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":[0.0001507609,0.0002404397,0.00051228,0.03801792,0.00009673427,0.000256859,0.0003345337,0.0000886637,0.0005564295,0.0005527603,0.04466094,0.9145317],"study_design_scores_gemma":[0.0001652995,0.001025706,0.004889206,0.09710601,0.0009854386,0.004432836,0.0007414729,0.0006435725,0.001494544,0.001474729,0.8868814,0.0001597847],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00383438,0.9718558,0.003863675,0.004051306,0.001654994,0.001251515,0.001030014,0.0005198449,0.01193858],"genre_scores_gemma":[0.01020903,0.9639344,0.01218605,0.003212918,0.0008548401,0.001494026,0.0007760908,0.0001114038,0.007221252],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01526557,"threshold_uncertainty_score":0.05106848,"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."}}