{"id":"W4367184318","doi":"10.24908/pocus.v8i1.16075","title":"We Don't Talk Enough About Overuse Injuries in Clinicians Using POCUS","year":2023,"lang":"en","type":"article","venue":"POCUS Journal","topic":"Cardiac Arrest and Resuscitation","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Medicine; Physical medicine and rehabilitation; Psychology; Medical emergency","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":[],"consensus_categories":[],"category_scores_codex":[0.0007216054,0.0001374081,0.0003234848,0.0004098631,0.0001439599,0.00007366709,0.00007175888,0.0001244941,0.0001101339],"category_scores_gemma":[0.0003308642,0.0001118981,0.000214452,0.0005788763,0.00006965276,0.0001922148,0.00004139814,0.0005852086,0.0001009034],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001377985,"about_ca_system_score_gemma":0.0002242076,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007094,"about_ca_topic_score_gemma":0.00006010612,"domain_scores_codex":[0.9985018,0.00009488505,0.0004717122,0.0001621338,0.0003915158,0.0003779596],"domain_scores_gemma":[0.9992927,0.0001273345,0.0001576101,0.0001539384,0.00008921466,0.0001791588],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001667929,0.0004738616,0.755147,0.0003288707,0.0005240924,0.006212335,0.02224342,0.001866312,0.02963597,0.0005800179,0.02389451,0.1574256],"study_design_scores_gemma":[0.00633174,0.0002707814,0.8123738,0.001724631,0.0003193001,0.0007866145,0.006095926,0.001374937,0.00185214,0.004200979,0.1641059,0.000563227],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9888322,0.00129933,0.00008431797,0.003817389,0.002882604,0.0001522742,0.000008898535,0.00005970945,0.002863316],"genre_scores_gemma":[0.9944397,0.00218932,0.0004774967,0.0002581304,0.001820285,0.000002902109,0.000007244953,0.00003403643,0.0007709282],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1568624,"threshold_uncertainty_score":0.456307,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03426284481478937,"score_gpt":0.3518815662310214,"score_spread":0.317618721416232,"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."}}