{"id":"W4403047249","doi":"10.1097/01.eem.0001069216.00162.06","title":"The Dazzling Future of POCUS","year":2024,"lang":"en","type":"article","venue":"Emergency Medicine News","topic":"Conferences and Exhibitions Management","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0006272162,0.00005606949,0.00008159292,0.00004907585,0.000336707,0.00001007389,0.0001959685,0.00002650182,0.005114241],"category_scores_gemma":[0.00008901363,0.00003226673,0.00005329764,0.0004458886,0.0001327783,0.00005573591,0.00002636049,0.00008175235,0.00003879192],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001775071,"about_ca_system_score_gemma":0.00006501196,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005011634,"about_ca_topic_score_gemma":0.01075799,"domain_scores_codex":[0.9991114,0.00005910166,0.0002396233,0.0001177348,0.0003100253,0.0001620974],"domain_scores_gemma":[0.999658,0.00005923011,0.00003675288,0.0001409672,0.00005528002,0.00004975043],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000001996019,0.000006597805,0.000226606,0.00002343963,0.00002135797,0.000001603596,0.01231305,0.000001742324,0.00003832303,0.4279288,0.3741826,0.1852538],"study_design_scores_gemma":[0.00003113697,0.00002645097,0.0001775002,0.00006056739,0.00002053181,8.462016e-8,0.02921837,0.00006052813,0.000002791715,0.00966535,0.960699,0.00003768722],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.00845333,0.04090963,0.0007483489,0.1475106,0.01759144,0.0002734299,0.000002183523,0.0001098019,0.7844012],"genre_scores_gemma":[0.88205,0.05971142,0.00003826129,0.00007718449,0.007086013,0.00002047721,0.000004284595,0.000009802993,0.05100261],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8735966,"threshold_uncertainty_score":0.9957952,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03924337890679978,"score_gpt":0.366755491435425,"score_spread":0.3275121125286252,"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."}}