{"id":"W3157718418","doi":"10.1093/bjs/znaa087","title":"Patient engagement study to identify and improve surgical experience","year":2021,"lang":"en","type":"article","venue":"British journal of surgery","topic":"Patient-Provider Communication in Healthcare","field":"Health Professions","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Public Health Ontario; Sinai Health System; St. Michael's Hospital; Mount Sinai Hospital; Lunenfeld-Tanenbaum Research Institute; University Health Network; University of Toronto","funders":"Canadian Institutes of Health Research","keywords":"Medicine; Worksheet; Patient experience; Medical education; Nursing; Health care","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01334794,0.0003139461,0.0004600135,0.001001594,0.002561174,0.002032617,0.0005825396,0.001101657,0.004996826],"category_scores_gemma":[0.03268377,0.0002571567,0.0005099545,0.0007827918,0.001078594,0.002020204,0.004170369,0.002642264,0.0006734639],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001859932,"about_ca_system_score_gemma":0.003950535,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005874433,"about_ca_topic_score_gemma":0.0009312353,"domain_scores_codex":[0.9864792,0.01003107,0.0006254666,0.0003213816,0.001289146,0.001253749],"domain_scores_gemma":[0.980499,0.01046893,0.00224571,0.000655745,0.003001991,0.003128759],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.001938977,0.01835017,0.2584669,0.001731016,0.0001645983,0.001447383,0.5303391,0.0003443169,0.002319367,0.002444739,0.01011086,0.1723426],"study_design_scores_gemma":[0.001105495,0.02575484,0.3161917,0.0009054546,0.0001151374,0.002084316,0.5996597,0.001534182,0.00294135,0.001770654,0.04778551,0.0001516825],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9918275,0.0001431944,0.001452587,0.001106961,0.00004903388,0.001630339,0.0001393588,0.00001970047,0.003631401],"genre_scores_gemma":[0.9921543,0.0001545405,0.002084561,0.0006555493,0.00003025732,0.003730457,0.0001323046,0.000008916265,0.001049173],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01334794,"threshold_uncertainty_score":0.07059151,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2460729537559946,"score_gpt":0.4545990829701574,"score_spread":0.2085261292141628,"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."}}