{"id":"W4308418030","doi":"10.3332/ecancer.2022.1465","title":"Highlights from the Choosing Wisely 2022 for Resource Limited Settings: Reducing Low Value Cancer Care for Sustainability conference, 17th–18th September, Mumbai, India","year":2022,"lang":"en","type":"article","venue":"ecancermedicalscience","topic":"Health Systems, Economic Evaluations, Quality of Life","field":"Economics, Econometrics and Finance","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Medicine; Psychological intervention; Sustainability; Low and middle income countries; Public relations; Medical education; Developing country; Nursing; Political science; Economic growth","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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.01654343,0.000339477,0.001051372,0.000227686,0.002904985,0.0002268668,0.001468533,0.0001592738,0.00109251],"category_scores_gemma":[0.008773984,0.0003529451,0.0003059053,0.0007921977,0.0005731134,0.0004300473,0.000340446,0.0005118012,0.00002543907],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004049075,"about_ca_system_score_gemma":0.002713781,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003579336,"about_ca_topic_score_gemma":0.0003255659,"domain_scores_codex":[0.9933385,0.0006145368,0.002907977,0.001587948,0.0004607983,0.00109023],"domain_scores_gemma":[0.9914681,0.004413277,0.00238832,0.0009834548,0.0003701602,0.0003766374],"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":[0.0003607018,0.0004601381,0.03641664,0.002882729,0.0003442339,0.000004238811,0.09659418,0.01847852,0.0000839363,0.1076705,0.7240098,0.01269434],"study_design_scores_gemma":[0.001843583,0.0002159867,0.013838,0.0002768536,0.00003962085,0.000002700417,0.02197012,0.0492521,0.00005934073,0.02683967,0.8849423,0.0007197139],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5952525,0.02455731,0.01785344,0.3244534,0.007276559,0.01235712,0.01416109,0.0003585454,0.003729995],"genre_scores_gemma":[0.9600422,0.0001611602,0.002293457,0.02797223,0.001718367,0.006336139,0.000352559,0.00007806229,0.001045778],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3647897,"threshold_uncertainty_score":0.9998922,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1081824172621071,"score_gpt":0.3896427680368125,"score_spread":0.2814603507747053,"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."}}