{"id":"W4292183723","doi":"10.1111/medu.14921","title":"Optimising the educational value of indirect patient care","year":2022,"lang":"en","type":"article","venue":"Medical Education","topic":"Innovations in Medical Education","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Workload; Documentation; Grounded theory; Medical education; Burnout; Consistency (knowledge bases); Focus group; Medicine; Family medicine; Nursing; Psychology; Qualitative research","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0007649667,0.00009951185,0.0001648716,0.0002338609,0.0004077367,0.000009619175,0.0002371021,0.00006732195,0.005177663],"category_scores_gemma":[0.003836957,0.00007723448,0.00006878973,0.001017259,0.0001808123,0.0000473174,0.0001127685,0.0005525697,0.000013708],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005149976,"about_ca_system_score_gemma":0.006873263,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009507992,"about_ca_topic_score_gemma":0.000001516269,"domain_scores_codex":[0.9973085,0.0001560879,0.0004625451,0.000211277,0.001666055,0.0001955277],"domain_scores_gemma":[0.9987918,0.0001206693,0.0002017542,0.0003795692,0.0004376335,0.00006859162],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006141757,0.00219036,0.01043301,0.0002170051,0.00005620284,0.000001288814,0.01851968,0.0001312508,0.0001422443,0.010291,0.2543777,0.7035788],"study_design_scores_gemma":[0.001619823,0.001362977,0.1095492,0.000614296,0.0003405951,0.0007006859,0.09848417,0.003880956,0.002175626,0.002115853,0.7786558,0.0004999875],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9114802,0.001214082,0.0001404241,0.07472829,0.003445741,0.0005730357,0.000004977284,0.00002883982,0.008384371],"genre_scores_gemma":[0.9780597,0.00001573326,0.002888443,0.01731665,0.000480318,0.0003925854,0.0004216879,0.00001811075,0.0004067427],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7030789,"threshold_uncertainty_score":0.9987568,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008035082155982568,"score_gpt":0.326724951427658,"score_spread":0.3186898692716754,"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."}}