{"id":"W4308826741","doi":"10.53350/pjmhs22169460","title":"The Discourging Behavour of Seniors Effects the Personality of Junior Doctors A Cross Sectional Study","year":2022,"lang":"en","type":"article","venue":"","topic":"Workplace Violence and Bullying","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Continental (Canada)","funders":"","keywords":"Mindset; Psychology; Population; Grievance; Cross-sectional study; Medical education; Social psychology; Family medicine; Medicine; Political science; Law","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":[0.0006619349,0.0001728965,0.0002179111,0.0006627726,0.0006993931,0.0006214734,0.0001868627,0.0003749924,0.003569714],"category_scores_gemma":[0.00249152,0.0002666911,0.0004813791,0.000404215,0.0002820981,0.0004750153,0.0005608067,0.0007524951,0.000450119],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002929561,"about_ca_system_score_gemma":0.0003630703,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002502225,"about_ca_topic_score_gemma":0.003267845,"domain_scores_codex":[0.9993818,0.0001488132,0.00007709171,0.00008352265,0.0001784896,0.0001303117],"domain_scores_gemma":[0.998085,0.0003078522,0.0008288903,0.00009646546,0.0002391025,0.0004425856],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005569489,0.0001941012,0.9954876,0.0000338608,0.00002756897,0.0001034077,0.001317952,0.000009249423,0.0001886957,0.0000309447,0.0001862322,0.002364684],"study_design_scores_gemma":[0.000002960175,0.0003514487,0.9965487,0.0000299631,0.00001556812,0.0002453775,0.00235925,0.00004527431,0.00006771816,0.00002118971,0.0003070142,0.000005668302],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.998909,0.0001606113,0.00005303515,0.00008212584,0.000008020515,0.00001703247,0.00009780814,0.000001362411,0.0006709978],"genre_scores_gemma":[0.999241,0.0001063073,0.00006651429,0.00006144747,0.000009576445,0.00001218522,0.00006629303,7.789096e-7,0.0004360163],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003569714,"threshold_uncertainty_score":0.01194191,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01913094051230109,"score_gpt":0.3505129314605729,"score_spread":0.3313819909482718,"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."}}