{"id":"W3163774821","doi":"10.1007/s00431-021-04118-8","title":"Feedback and coaching","year":2021,"lang":"en","type":"review","venue":"European Journal of Pediatrics","topic":"Innovations in Medical Education","field":"Medicine","cited_by":111,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University; SickKids Foundation; Hospital for Sick Children; University of Toronto","funders":"","keywords":"Coaching; Supervisor; Mindset; Personal development; Psychology; Context (archaeology); Summative assessment; Professional development; Pedagogy; Medical education; Medicine; Formative assessment; Computer science; Management","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":[],"consensus_categories":[],"category_scores_codex":[0.002309104,0.0001857771,0.001032733,0.0004650164,0.00005332677,0.00004544367,0.0001437975,0.00007334742,0.00006565311],"category_scores_gemma":[0.002837273,0.0001398931,0.0002435103,0.000671937,0.00004396048,0.00005877812,0.00007120301,0.00130451,0.00003737912],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009766313,"about_ca_system_score_gemma":0.0006685467,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":1.261374e-7,"about_ca_topic_score_gemma":1.657712e-8,"domain_scores_codex":[0.9977926,0.0004353601,0.001089734,0.0001404102,0.0004042986,0.0001375785],"domain_scores_gemma":[0.9980636,0.0001301928,0.001034314,0.0001980666,0.000449349,0.0001244618],"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":[0.000001580243,0.00004906001,0.00004078412,0.006664366,0.00003917148,0.0005368613,0.00007442006,8.155489e-8,4.28116e-8,0.00003677436,0.02773226,0.9648246],"study_design_scores_gemma":[0.0002538835,0.000116032,0.00007381599,0.005375507,0.00192302,0.0024245,0.0000934667,5.97661e-7,2.444487e-8,0.000002025511,0.9896306,0.0001064795],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001259984,0.9952339,0.0005663442,0.0001901311,0.001290081,0.0001070839,0.000002312411,0.000007581702,0.002476544],"genre_scores_gemma":[0.00001407836,0.9848199,0.009211119,0.0002205754,0.005354675,3.419874e-7,0.00002946903,0.0000592361,0.0002905637],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9647181,"threshold_uncertainty_score":0.5704675,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05023911312548759,"score_gpt":0.3616666277439264,"score_spread":0.3114275146184388,"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."}}