{"id":"W2951981087","doi":"","title":"A procedural skills training needs assessment of rural EM physicians in NL and perceptions on the use of remote tele-simulation to bridge the gap.","year":2018,"lang":"en","type":"article","venue":"The Journal of Macrodynamic Analysis (Memorial University of Newfoundland)","topic":"Radiology practices and education","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Bridge (graph theory); Perception; Training (meteorology); Medical education; Needs assessment; Psychology; Medicine; Nursing; Applied psychology; Computer science; Geography; Political science","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":[0.001685917,0.0001018912,0.0001365455,0.0005956682,0.0009673596,0.0008564362,0.00032481,0.0005364348,0.004776279],"category_scores_gemma":[0.01042906,0.0001891349,0.0001462537,0.0003707506,0.0005869489,0.0008622868,0.001198175,0.0006703911,0.0003672047],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001442498,"about_ca_system_score_gemma":0.002950895,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009628567,"about_ca_topic_score_gemma":0.01977624,"domain_scores_codex":[0.9990396,0.0003394598,0.00007640814,0.00005737241,0.0001928237,0.0002942858],"domain_scores_gemma":[0.9940861,0.001905659,0.001416889,0.00008103093,0.0008157993,0.001694573],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002394669,0.0009983305,0.7859563,0.000486582,0.00002737547,0.002929587,0.148941,0.0004101005,0.003277489,0.0004892767,0.00345567,0.05278885],"study_design_scores_gemma":[0.00002720264,0.0008460878,0.665442,0.0002999194,0.0000171369,0.002813895,0.3185114,0.001023278,0.0004946623,0.0003211764,0.01016934,0.00003386834],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9967078,0.000101044,0.0001232339,0.001239396,0.000006508064,0.0000285853,0.00003470876,0.000004371299,0.001754289],"genre_scores_gemma":[0.9984654,0.0001340348,0.0003019538,0.0003213846,0.000004072796,0.0000344934,0.00002561582,0.000002777384,0.0007104003],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009628567,"threshold_uncertainty_score":0.01914501,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0399647993652384,"score_gpt":0.3152730803612447,"score_spread":0.2753082809960063,"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."}}