{"id":"W60124638","doi":"10.1136/bmj.322.7298.1361","title":"Why are doctors so unhappy?","year":2001,"lang":"gl","type":"letter","venue":"BMJ","topic":"Primary Care and Health Outcomes","field":"Health Professions","cited_by":31,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Boredom; Aside; Variety (cybernetics); Work (physics); Diversity (politics); Public relations; Anger; Health care; Psychology; Resentment; Sociology; Medicine; Political science; Social psychology; Law; Engineering; Politics","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity","insufficient_payload"],"category_scores_codex":[0.001696139,0.001214827,0.002303396,0.0006390205,0.002489843,0.0001139135,0.001249884,0.004655418,0.02890469],"category_scores_gemma":[0.0005997526,0.001109814,0.0007610226,0.0007172428,0.0002822013,0.0002700392,0.0007037591,0.009379007,0.01844846],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002526278,"about_ca_system_score_gemma":0.00632005,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004448178,"about_ca_topic_score_gemma":0.002392618,"domain_scores_codex":[0.9890038,0.002155821,0.002940822,0.001403965,0.001321155,0.003174485],"domain_scores_gemma":[0.9919854,0.002127382,0.002286579,0.00235363,0.0005267765,0.0007202789],"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":[0.00008360779,0.00007385592,0.02233819,0.003995898,0.00016374,0.001519276,0.001124294,6.971687e-7,0.000001659808,0.000120262,0.9680831,0.002495447],"study_design_scores_gemma":[0.001254708,0.0001191443,0.01390998,0.001486741,0.0002249196,0.00004439158,0.0007360047,0.000003477626,0.000001276725,0.0004525879,0.9806181,0.001148693],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0004890004,0.003493474,0.00007490531,0.8612711,0.01680839,0.003522742,0.0005557049,0.000362432,0.1134222],"genre_scores_gemma":[0.00006880421,0.002437514,0.0002927006,0.8037589,0.03863823,0.000439395,0.0008499647,0.0002313627,0.1532832],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.0575123,"threshold_uncertainty_score":0.9993132,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08576710820788389,"score_gpt":0.4400991330140369,"score_spread":0.354332024806153,"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."}}