{"id":"W4387020252","doi":"10.5272/jimab.2023293.5116","title":"PROBLEMATIC ASPECTS AND CHALLENGES AHEAD OF THE MEDICAL PROFESSIONALS WORKING IN EMERGENCY MEDICAL CARE IN BULGARIA","year":2023,"lang":"en","type":"article","venue":"Journal of IMAB - Annual Proceeding (Scientific Papers)","topic":"Healthcare Systems and Public Health","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Quarter (Canadian coin); Work (physics); Face (sociological concept); Medical care; Hierarchy; Medical education; Psychology; Medicine; Medical emergency; Nursing; Political science; Engineering; 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":[0.005112745,0.0002808762,0.0003222392,0.001538955,0.006045078,0.003940581,0.0008548998,0.001575498,0.003075232],"category_scores_gemma":[0.01365031,0.0004119033,0.0002498368,0.001416191,0.00399191,0.001753559,0.004302833,0.001841545,0.0003828173],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004547992,"about_ca_system_score_gemma":0.01144737,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01716323,"about_ca_topic_score_gemma":0.02139432,"domain_scores_codex":[0.9921463,0.003904424,0.0005608596,0.0003541999,0.0009397129,0.002094481],"domain_scores_gemma":[0.9862298,0.004578396,0.003748055,0.0003053063,0.00151362,0.003624902],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000227109,0.0001766217,0.4397351,0.001805165,0.00007672919,0.01102499,0.4247317,0.0005097864,0.001819909,0.004685203,0.01697139,0.09823624],"study_design_scores_gemma":[0.000004744728,0.00006931831,0.2266873,0.001038529,0.00001123571,0.002050275,0.7541028,0.0001199846,0.0001686677,0.0007197088,0.01498745,0.00004007209],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9696527,0.004292325,0.0002736078,0.01910575,0.0002328464,0.00004184415,0.00007552533,0.00001213878,0.006313355],"genre_scores_gemma":[0.9960378,0.001773244,0.0002365419,0.001165957,0.00004827588,0.00002043535,0.00003319899,0.000004736912,0.0006796032],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01716323,"threshold_uncertainty_score":0.03412664,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05487267846938583,"score_gpt":0.3591532539262088,"score_spread":0.304280575456823,"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."}}