{"id":"W4412785985","doi":"10.46747/cfp.710708450","title":"Understanding patients is essential","year":2025,"lang":"en","type":"letter","venue":"Canadian Family Physician","topic":"Empathy and Medical Education","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Surrey Memorial Hospital","funders":"","keywords":"Computer science; Data science; World Wide Web; Information retrieval","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.009565149,0.001265314,0.002739235,0.001703339,0.06238933,0.01567207,0.004356994,0.1219331,0.03497049],"category_scores_gemma":[0.06185791,0.001625178,0.002630779,0.00116217,0.0208119,0.01193743,0.01240334,0.1562355,0.01004079],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03183827,"about_ca_system_score_gemma":0.107145,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1958482,"about_ca_topic_score_gemma":0.4291902,"domain_scores_codex":[0.9784735,0.003937883,0.001312733,0.001919832,0.006382374,0.007973689],"domain_scores_gemma":[0.9256115,0.01604177,0.002658391,0.001618436,0.01242329,0.04164664],"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":[0.00001317651,0.00005040929,0.0005238419,0.0000499851,0.0000228617,0.004061612,0.002349105,0.00004575165,0.0001137719,0.009384344,0.9777477,0.005637567],"study_design_scores_gemma":[0.0000526442,0.00003219764,0.001201977,0.0008551429,0.00003056795,0.005176016,0.01154773,0.0001206068,0.0000641067,0.01834016,0.9624558,0.000123044],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0002658677,0.001013645,0.00005717935,0.9790668,0.01052202,0.00001218578,0.00000535571,0.00001306994,0.00904387],"genre_scores_gemma":[0.004200848,0.0008219016,0.0001674997,0.9757909,0.006810113,0.00002509233,0.00000606556,0.00001553051,0.01216203],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1958482,"threshold_uncertainty_score":0.3894165,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0447033085079899,"score_gpt":0.2672997664372802,"score_spread":0.2225964579292903,"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."}}