{"id":"W1850873891","doi":"10.12968/ippr.2015.5.3.61","title":"Australian paramedic graduates transitioning into UK NHS ambulance services: what are the potential challenges?","year":2015,"lang":"en","type":"article","venue":"International Paramedic Practice","topic":"Emergency and Acute Care Studies","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Ambulance service; Shock (circulatory); Foundation (evidence); Medicine; Emergency medical services; Service (business); Northern ireland; Face (sociological concept); Medical emergency; Political science; Business; Sociology","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":[0.009191535,0.0002319636,0.0004727656,0.0008972368,0.003954902,0.005527813,0.001022493,0.002771721,0.005107007],"category_scores_gemma":[0.02886651,0.0003582698,0.0004116769,0.001327359,0.002099705,0.005305419,0.003835649,0.003651822,0.0008343625],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003633493,"about_ca_system_score_gemma":0.01932378,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03207145,"about_ca_topic_score_gemma":0.1042432,"domain_scores_codex":[0.9953324,0.001957732,0.0002452346,0.0002703935,0.0008447255,0.001349467],"domain_scores_gemma":[0.9875781,0.003251504,0.00184077,0.0001869624,0.002534255,0.004608446],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002069625,0.0005983703,0.2970744,0.005593146,0.00009881047,0.004207775,0.2961051,0.0003751125,0.001214526,0.01526053,0.04249427,0.336771],"study_design_scores_gemma":[0.00002324128,0.0006398909,0.2547241,0.006691373,0.00005774169,0.0017187,0.6502472,0.0003433255,0.0002320663,0.005628608,0.0796099,0.00008385781],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.4793195,0.01833885,0.00103841,0.4827001,0.001829492,0.0002174224,0.0001774242,0.00002338293,0.01635537],"genre_scores_gemma":[0.9341719,0.03193835,0.002867148,0.02491205,0.0009346543,0.0002480331,0.0001184232,0.00001171773,0.004797589],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03207145,"threshold_uncertainty_score":0.06376952,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04727622602440257,"score_gpt":0.3481688262481606,"score_spread":0.300892600223758,"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."}}