{"id":"W2081151952","doi":"10.1136/bmj.324.7341.835","title":"Unhappy doctors: what are the causes and what can be done?","year":2002,"lang":"en","type":"letter","venue":"BMJ","topic":"Healthcare cost, quality, practices","field":"Health Professions","cited_by":290,"is_retracted":false,"has_abstract":true,"ca_institutions":"Confederation College","funders":"","keywords":"mCherry; Gene isoform; Fluorescent protein; Green fluorescent protein; Protein expression; Fluorescence; Biology; Computational biology; Translation (biology); Protein isoform; Cell biology; Bioinformatics; Genetics; Messenger RNA; Gene; Physics","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":[0.004473843,0.0005761042,0.001279391,0.0007559083,0.00383862,0.002787914,0.001674581,0.04554836,0.01047937],"category_scores_gemma":[0.03195679,0.0005500658,0.0008847864,0.0007916405,0.003852619,0.006510901,0.001091641,0.03205086,0.006984045],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00605884,"about_ca_system_score_gemma":0.00364629,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01296765,"about_ca_topic_score_gemma":0.01893692,"domain_scores_codex":[0.9966293,0.001301669,0.0003861319,0.0002884348,0.0009812316,0.0004132434],"domain_scores_gemma":[0.9833662,0.009652993,0.001356372,0.0003962218,0.002797242,0.002430886],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001421058,0.0001092338,0.006815904,0.0003196617,0.0000462523,0.01101816,0.0008449805,0.0001435948,0.0004789538,0.008629057,0.9203469,0.05110526],"study_design_scores_gemma":[0.0003488374,0.0003290525,0.01430413,0.003265877,0.00009498436,0.03899355,0.01037048,0.001432913,0.0006532978,0.07615413,0.8537852,0.0002676689],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0004583326,0.001482234,0.00005741686,0.9953962,0.001630652,0.000003480524,0.00001486389,0.000007043637,0.0009498008],"genre_scores_gemma":[0.01062486,0.005062003,0.0003566856,0.9591146,0.02141865,0.00002348842,0.00003190994,0.00002127481,0.003346516],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.04554836,"threshold_uncertainty_score":0.04396015,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6246328455662262,"score_gpt":0.5422304890418939,"score_spread":0.08240235652433237,"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."}}