{"id":"W2965289339","doi":"10.1136/bmjqs-2019-009596","title":"The ageing surgeon: a qualitative study of expert opinions on assuring performance and supporting safe career transitions among older surgeons","year":2019,"lang":"en","type":"article","venue":"BMJ Quality & Safety","topic":"Retirement, Disability, and Employment","field":"Social Sciences","cited_by":29,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Health and Medical Research Council","keywords":"Medicine; Psychological intervention; Patient safety; Qualitative research; Nursing; Medical education; Health care","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.02378638,0.000686774,0.0008386192,0.001726895,0.008503822,0.003298614,0.001831067,0.002513087,0.0036382],"category_scores_gemma":[0.03590015,0.0006668218,0.0004737533,0.001079605,0.00883155,0.004495007,0.005542424,0.003655769,0.0004095848],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004757425,"about_ca_system_score_gemma":0.006362123,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007635244,"about_ca_topic_score_gemma":0.01334595,"domain_scores_codex":[0.9794347,0.01622419,0.0005488921,0.0006735263,0.001071937,0.002046866],"domain_scores_gemma":[0.9472713,0.04079877,0.00262899,0.000641503,0.004054971,0.004604452],"domain_codex":null,"domain_gemma":"incentives","domain_candidate":"incentives","domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00003763848,0.00003326796,0.001720369,0.0001690423,0.00000343175,0.000845457,0.9933222,0.00003024963,0.0005828231,0.0004080177,0.0006803289,0.002167167],"study_design_scores_gemma":[0.000003645159,0.00004739022,0.0006966812,0.0001643504,0.000002510129,0.0001734029,0.9930298,0.00005179278,0.000138556,0.0001344511,0.005547082,0.00001047031],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9875673,0.0008173633,0.002150008,0.004541524,0.0001659586,0.0002001767,0.0001427457,0.00001380328,0.00440111],"genre_scores_gemma":[0.9918401,0.0009070185,0.00116982,0.002837477,0.00006285427,0.0002723732,0.00006659672,0.00003093652,0.002812784],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9762136,"threshold_uncertainty_score":0.1257959,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2161199891832256,"score_gpt":0.4834655558638183,"score_spread":0.2673455666805927,"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."}}