{"id":"W2078069359","doi":"10.1071/ah050375","title":"The only constant is change","year":2005,"lang":"en","type":"article","venue":"Australian Health Review","topic":"Healthcare Policy and Management","field":"Economics, Econometrics and Finance","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Health economics; Population health; Publishing; Work (physics); Project commissioning; Sociology; Health policy; Health care; Competition (biology); Public relations; Perspective (graphical); Government (linguistics); Management; Public administration; Political science; Law; Economics; Engineering; Computer science","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":[0.001754606,0.0001355746,0.0004353167,0.0000488507,0.0002781309,0.00003678593,0.0002523785,0.00004300652,0.0006618837],"category_scores_gemma":[0.00005693014,0.0001131796,0.0001116926,0.0002279114,0.00004789908,0.0001246366,0.00003879378,0.0001745512,0.00410256],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001965797,"about_ca_system_score_gemma":0.00007869583,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003802784,"about_ca_topic_score_gemma":0.0008255665,"domain_scores_codex":[0.9980677,0.00005059443,0.0009603494,0.00028468,0.00004442851,0.0005922442],"domain_scores_gemma":[0.9987908,0.00003937047,0.0004148966,0.0004934896,0.00001856617,0.0002428561],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[8.261168e-7,0.00001528528,0.0003214136,0.001426728,0.00001083195,6.709985e-7,0.000132712,3.074611e-8,3.818438e-9,0.4884441,0.2675513,0.242096],"study_design_scores_gemma":[0.00009374278,0.00004352314,0.001602772,0.0006235323,0.000002764089,0.000005272117,0.00001295142,0.000005216213,3.034999e-7,0.001810455,0.9956859,0.0001135531],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"review","genre_scores_codex":[0.00004622322,0.3002281,0.00001481384,0.689406,0.0002235046,0.0009452148,0.00009683681,0.00002866641,0.009010625],"genre_scores_gemma":[0.02886341,0.7192286,0.0002615513,0.2422671,0.0004022199,0.0001611636,0.000009027171,0.0000182671,0.008788696],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.7281346,"threshold_uncertainty_score":0.9966729,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2886898643830441,"score_gpt":0.3932871013349706,"score_spread":0.1045972369519265,"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."}}