{"id":"W1967198956","doi":"10.1177/1062860608315614","title":"Book Review: <i>Innovation-Driven Health Care: 34 Key Concepts for Transformation</i> (Sudbury, Massachusetts: Jones and Bartlett Publishers; 2007), by Richard L. Reece, MD","year":2008,"lang":"en","type":"article","venue":"American Journal of Medical Quality","topic":"Global Healthcare and Medical Tourism","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Medicine; Key (lock); Transformation (genetics); Gerontology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.007332717,0.0002818624,0.001428318,0.0001410468,0.0007752577,0.00001444741,0.0004873652,0.0002882882,0.001027319],"category_scores_gemma":[0.003208678,0.0002187978,0.0001993894,0.0006964556,0.0008435065,0.0005926989,0.0000453534,0.001754318,0.00002123147],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004033615,"about_ca_system_score_gemma":0.003224488,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008093464,"about_ca_topic_score_gemma":0.00003382063,"domain_scores_codex":[0.9909639,0.002254174,0.003301412,0.0003255087,0.002276388,0.0008786583],"domain_scores_gemma":[0.9931308,0.00131651,0.002287337,0.0003034799,0.001393031,0.00156884],"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":[0.0001072965,0.00007621881,0.000646243,0.00162579,0.00005500967,0.00001226929,0.003772295,7.377712e-8,0.000002380357,0.0003781478,0.9597365,0.03358774],"study_design_scores_gemma":[0.002233822,0.0008863609,0.0007721685,0.002009762,0.00003588879,0.00007105525,0.005114545,0.000005440288,0.000002733723,0.00008154087,0.9885827,0.0002039702],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.00670962,0.3336399,0.01576902,0.6373929,0.001918506,0.00194526,0.0002939272,0.00006802702,0.002262764],"genre_scores_gemma":[0.005596913,0.3059236,0.001903698,0.6835849,0.001782265,0.0001223952,0.0002033228,0.00004424211,0.0008386048],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.046192,"threshold_uncertainty_score":0.9998859,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04754489942422627,"score_gpt":0.4531639870989934,"score_spread":0.4056190876747672,"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."}}