{"id":"W6939835716","doi":"10.6084/m9.figshare.c.4239884","title":"Point of care ultrasound training for internal medicine: a Canadian multi-centre learner needs assessment study","year":2018,"lang":"en","type":"other","venue":"Figshare","topic":"Diffusion and Search Dynamics","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Point of care ultrasound; Likert scale; Thoracentesis; Curriculum; MEDLINE; Educational measurement","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01066189,0.0004092182,0.0007387291,0.002992344,0.005632639,0.002446661,0.001575262,0.001028273,0.002009944],"category_scores_gemma":[0.01738532,0.0005458031,0.000936629,0.004109627,0.0009968327,0.001437996,0.002918736,0.001515646,0.0003138845],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03533457,"about_ca_system_score_gemma":0.06781607,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.7976161,"about_ca_topic_score_gemma":0.8477913,"domain_scores_codex":[0.9939919,0.0008021363,0.0004615982,0.0005080911,0.002751078,0.001485171],"domain_scores_gemma":[0.980754,0.001785873,0.001931987,0.0003535077,0.01124706,0.003927506],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002978123,0.001615814,0.8674431,0.0004559011,0.00006778084,0.0005366462,0.08979975,0.000163485,0.0004672206,0.0002494516,0.002979885,0.03592314],"study_design_scores_gemma":[0.00008519754,0.0006839988,0.8983248,0.0003845837,0.00004652036,0.0002141619,0.09416395,0.0006426557,0.0002205048,0.00006907163,0.00506817,0.00009640245],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9976649,0.00008076192,0.00008184963,0.0004201231,0.000007244193,0.0004273296,0.0004157402,0.000004827049,0.000897193],"genre_scores_gemma":[0.9967921,0.0002518522,0.000842401,0.0003588033,0.00001080047,0.0006828168,0.0005026327,0.000007303261,0.0005511808],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2023839,"threshold_uncertainty_score":0.4071516,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03394971004748848,"score_gpt":0.3318809694703225,"score_spread":0.297931259422834,"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."}}