{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01156268,0.001289519,0.0006161412,0.0007991593,0.005256193,0.009711727,0.002645138,0.008112345,0.02704908],"category_scores_gemma":[0.01063775,0.0005379695,0.001272132,0.0007727789,0.001955256,0.00333136,0.007026675,0.01574462,0.00414608],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005979735,"about_ca_system_score_gemma":0.01817255,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01163206,"about_ca_topic_score_gemma":0.02780872,"domain_scores_codex":[0.9962599,0.001248702,0.00013611,0.0002684596,0.0009371386,0.001149632],"domain_scores_gemma":[0.9841293,0.003008219,0.00041853,0.0001968976,0.002400122,0.009846873],"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":[0.0000580412,0.00005432199,0.0001849559,0.0002890512,0.00001184901,0.0003118883,0.0005360736,0.0001080081,0.0001582357,0.001511115,0.9834061,0.01337038],"study_design_scores_gemma":[0.00003789993,0.00007608627,0.002394226,0.0006319762,0.00001350001,0.0002695076,0.003100286,0.00009208565,0.0002241243,0.001698676,0.9914196,0.00004212982],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.003537223,0.0333266,0.0006526382,0.8254191,0.1137075,0.0003134639,0.0006411568,0.00008309144,0.02231932],"genre_scores_gemma":[0.09332223,0.08116774,0.005063844,0.4019395,0.1995054,0.001465818,0.002543935,0.0005288992,0.2144627],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.02704908,"threshold_uncertainty_score":0.09048826,"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."}}