{"id":"W2040609844","doi":"10.1177/229255030301100309","title":"Money and quality in health care: Muttered medical musings from the back of the class","year":2003,"lang":"en","type":"article","venue":"Canadian Journal of Plastic Surgery","topic":"Healthcare Systems and Technology","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Quality (philosophy); Service (business); Point (geometry); Second opinion; Class (philosophy); Public relations; Medicine; Marketing; Business; Computer science; Political science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00186327,0.00008986681,0.0003556403,0.0002126408,0.0001130148,0.00004142328,0.0001845657,0.000110914,0.0001440405],"category_scores_gemma":[0.005653477,0.00005540728,0.00008561622,0.0003478399,0.0001516917,0.0001115607,0.00001788355,0.0003225481,0.00000403387],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000110582,"about_ca_system_score_gemma":0.001892001,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.3161565,"about_ca_topic_score_gemma":0.4815135,"domain_scores_codex":[0.9984732,0.0001528701,0.0007601491,0.0001003739,0.0002372634,0.0002760885],"domain_scores_gemma":[0.9977148,0.00131179,0.0005957601,0.0001568874,0.0001267725,0.00009398899],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000008050688,0.000007006646,0.9825194,0.0001773157,0.00002269296,0.00003798197,0.0002836031,0.000005776404,0.00000478235,0.003720798,0.009160487,0.004052119],"study_design_scores_gemma":[0.0003873286,0.000007065702,0.801861,0.0008167274,0.00001158907,0.00002764699,0.002067,0.0000414639,0.000004309666,0.0005136187,0.1941527,0.0001095657],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9872245,0.001277926,0.00003592501,0.009247172,0.001935661,0.00007367279,0.000009136037,0.000002470007,0.0001935801],"genre_scores_gemma":[0.997109,0.00001486795,0.000009476817,0.002592928,0.0002584225,7.425471e-7,0.000001281763,0.00000880304,0.000004472075],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1849922,"threshold_uncertainty_score":0.6883973,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03582496540018373,"score_gpt":0.2429728154140784,"score_spread":0.2071478500138947,"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."}}