{"id":"W7100345926","doi":"","title":"Diagnosing the Doctorsâ Departure: Survey on Sources of Dissatisfaction Among Irish Junior Doctors","year":2012,"lang":"en","type":"article","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Irish; Staffing; Work (physics); Quarter (Canadian coin); Health care; State (computer science)","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":[0.002615431,0.0001412253,0.0003227782,0.0008572401,0.0007257305,0.000799504,0.0003912911,0.0004463745,0.001793083],"category_scores_gemma":[0.007085839,0.0002662531,0.0003796011,0.001154672,0.0005454591,0.000433722,0.00110746,0.0007870293,0.0005703948],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001279204,"about_ca_system_score_gemma":0.0009262092,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01602367,"about_ca_topic_score_gemma":0.01690117,"domain_scores_codex":[0.9982554,0.0005656159,0.0002599971,0.0001054883,0.0004278897,0.0003855286],"domain_scores_gemma":[0.9932649,0.001152637,0.002934932,0.000203369,0.001012621,0.001431549],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009368148,0.00007400306,0.9868982,0.00005301733,0.00002012121,0.0001466015,0.005499451,0.00003038041,0.0004459124,0.00002202302,0.001106822,0.005609801],"study_design_scores_gemma":[0.000005950986,0.0001466628,0.9846807,0.00002841657,0.000005709575,0.0001948638,0.01360884,0.00007181501,0.00008143274,0.000007827617,0.001158468,0.000009377924],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9983253,0.00008973062,0.00004087915,0.0002360055,0.00001218358,0.00001996844,0.0002323056,0.000003313664,0.001040335],"genre_scores_gemma":[0.9986501,0.0001496713,0.0001242597,0.0002567269,0.00001304824,0.0000211101,0.0002764225,0.000003235589,0.0005053974],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01602367,"threshold_uncertainty_score":0.03186077,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07733741267007381,"score_gpt":0.4359449204582304,"score_spread":0.3586075077881565,"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."}}