{"id":"W1970903261","doi":"10.7812/tpp/12-128","title":"Use of Portable Ultrasound Machine for Outpatient Orthopedic Diagnosis: An Implementation Study","year":2013,"lang":"en","type":"article","venue":"The Permanente Journal","topic":"Ultrasound in Clinical Applications","field":"Medicine","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute of Health Services and Policy Research","funders":"Group Health Foundation","keywords":"Medicine; Orthopedic surgery; Ultrasonography; Ultrasound; Magnetic resonance imaging; Radiology; Outpatient clinic; Surgery; Physical therapy; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006444966,0.0004364513,0.0003435533,0.001031056,0.0006185009,0.001236257,0.001035746,0.0008318544,0.001717564],"category_scores_gemma":[0.01769227,0.0006509161,0.0007480187,0.001143105,0.0008678946,0.001292407,0.001038368,0.001387474,0.000307451],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002380654,"about_ca_system_score_gemma":0.003452971,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01138486,"about_ca_topic_score_gemma":0.01000468,"domain_scores_codex":[0.9923862,0.004191984,0.000504677,0.0005386635,0.00156784,0.0008105626],"domain_scores_gemma":[0.9845849,0.00464927,0.005993409,0.0008066102,0.002178009,0.001787765],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001156161,0.01266671,0.9599899,0.0001480762,0.00009589813,0.0002078296,0.00198476,0.0001392513,0.0005776714,0.0001064799,0.0003794563,0.02254772],"study_design_scores_gemma":[0.0005292436,0.02700335,0.9663047,0.0001062335,0.0001236916,0.0003514866,0.003235993,0.001038934,0.0003954925,0.0000326869,0.0008449355,0.00003321219],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9990001,0.00005623878,0.0002075172,0.00009214301,0.000005434264,0.0002243144,0.00005372446,0.00000355923,0.0003568802],"genre_scores_gemma":[0.9978589,0.0001651003,0.001001204,0.0002157117,0.00002711813,0.000342051,0.0001447786,0.000005141797,0.0002399446],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01138486,"threshold_uncertainty_score":0.03408462,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08966467346926435,"score_gpt":0.396428516251439,"score_spread":0.3067638427821746,"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."}}