{"id":"W4383737113","doi":"10.1177/22925503231181773","title":"Rate Your Physician, Rate Your Patient?","year":2023,"lang":"en","type":"editorial","venue":"Plastic Surgery","topic":"Patient Satisfaction in Healthcare","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia; McGill University","funders":"","keywords":"Medicine","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":["metaresearch","metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.00208697,0.0008815909,0.00172293,0.0008424234,0.00136618,0.00003832058,0.0003524453,0.002175833,0.0007238731],"category_scores_gemma":[0.1022284,0.0008781196,0.000436963,0.001011901,0.0001012126,0.0002559222,0.000339714,0.004442231,0.01777429],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001018638,"about_ca_system_score_gemma":0.004022412,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001264665,"about_ca_topic_score_gemma":0.0002129935,"domain_scores_codex":[0.9895825,0.003328182,0.002398819,0.001244821,0.001433966,0.00201169],"domain_scores_gemma":[0.7725852,0.2230842,0.00193061,0.0008482126,0.001066257,0.0004855291],"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":[0.0002234956,0.0000295174,0.01978405,0.001744495,0.0001270904,0.0000853917,0.0006245399,0.00004289287,0.000009292019,0.000008898616,0.9761903,0.001130061],"study_design_scores_gemma":[0.0004402182,0.00006878988,0.02208335,0.003452677,0.0001191334,1.952228e-7,0.0008519309,0.00009841305,0.000005688035,0.000120645,0.9719142,0.0008447718],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.02453505,0.0001537961,0.00004845855,0.0001998621,0.9692137,0.0008243264,0.003561589,0.000996901,0.0004662628],"genre_scores_gemma":[0.004621222,0.0006675332,0.00001667901,0.0003199888,0.9836947,0.001543694,0.005045327,0.0005095675,0.003581312],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.2197561,"threshold_uncertainty_score":0.9999339,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1198046750831306,"score_gpt":0.4107405093928524,"score_spread":0.2909358343097218,"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."}}