{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.003477953,0.0006284298,0.0009162484,0.0001972348,0.001641608,0.0007619881,0.0006884006,0.002214966,0.001215717],"category_scores_gemma":[0.001668849,0.0004381274,0.0001400721,0.0002899551,0.000324427,0.0021923,0.000449536,0.008415684,0.0006649836],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004318488,"about_ca_system_score_gemma":0.0007745587,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005634253,"about_ca_topic_score_gemma":0.009515469,"domain_scores_codex":[0.9875293,0.007758841,0.001404103,0.0008960078,0.001046699,0.001365026],"domain_scores_gemma":[0.9882175,0.00750987,0.00176907,0.001769733,0.0004415162,0.0002923027],"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":[0.0000146992,0.0000192732,0.005071235,0.001827304,0.00009112334,0.000306366,0.008422364,8.979787e-8,9.287664e-7,0.00006003231,0.979796,0.004390597],"study_design_scores_gemma":[0.0003205767,0.00004393537,0.003718,0.003991155,0.0001086705,0.00003240334,0.03689192,0.000002015817,0.000002049655,0.0001595725,0.9542404,0.0004893101],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.01060361,0.01629597,0.000002783897,0.9616842,0.006975541,0.003180883,0.000141801,0.000191588,0.0009236688],"genre_scores_gemma":[0.001063778,0.03456926,0.00005886133,0.9315214,0.01674091,0.0008030068,0.0001921659,0.0001528723,0.01489772],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.03016272,"threshold_uncertainty_score":0.9998071,"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."}}