{"id":"W4400879209","doi":"10.1136/bmjoq-2023-002713","title":"Google star ratings of Canadian hospitals: a nationwide cross-sectional analysis","year":2024,"lang":"en","type":"article","venue":"BMJ Open Quality","topic":"Patient Satisfaction in Healthcare","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"University of Toronto","keywords":"Cross-sectional study; Quality (philosophy); Family medicine; Resource (disambiguation); Medicine; Computer science","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.002941368,0.0004542287,0.0007351492,0.005572871,0.001916203,0.001900791,0.001590681,0.0006970566,0.00275263],"category_scores_gemma":[0.009685013,0.0006081026,0.001025739,0.01350701,0.00102904,0.0009066128,0.001600075,0.0008534209,0.0006047843],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02020889,"about_ca_system_score_gemma":0.01866884,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9411414,"about_ca_topic_score_gemma":0.9453513,"domain_scores_codex":[0.9949933,0.0003886112,0.0005134403,0.0007811611,0.002505508,0.000818031],"domain_scores_gemma":[0.9814941,0.001295264,0.006415877,0.0005996488,0.008060497,0.002134729],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004120156,0.00001841646,0.9964778,0.00008284529,0.0000767513,0.00002612691,0.0003415615,0.00002978758,0.00003495351,0.00002374015,0.001474932,0.001372067],"study_design_scores_gemma":[0.000003230367,0.00002022957,0.9988744,0.00002487348,0.00002118069,0.0000347433,0.0004578252,0.00007017282,0.00001418042,0.000004493637,0.0004650354,0.000009710394],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9540217,0.001278411,0.0001905327,0.0003804523,0.00001807753,0.0002259471,0.04074483,0.00003768361,0.00310237],"genre_scores_gemma":[0.9846312,0.0006838136,0.0004199893,0.0002856805,0.00001631506,0.0001620752,0.01332863,0.00001508167,0.0004571956],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05885857,"threshold_uncertainty_score":0.1466264,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3159321221019554,"score_gpt":0.6033094308209208,"score_spread":0.2873773087189654,"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."}}