{"id":"W3162401839","doi":"10.51731/cjht.2021.71","title":"Using Health Care Resources Wisely After the COVID-19 Pandemic: Recommendations to Reduce Low-Value Care","year":2021,"lang":"en","type":"article","venue":"Canadian Journal of Health Technologies","topic":"Healthcare cost, quality, practices","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Pandemic; Health care; Medicine; Coronavirus disease 2019 (COVID-19); Business; Medical emergency; Nursing; Political science; Disease; Infectious disease (medical specialty)","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01921462,0.001751847,0.001294525,0.004889457,0.009119991,0.0137703,0.009941045,0.02322252,0.03307677],"category_scores_gemma":[0.07005236,0.001346299,0.002628898,0.003836514,0.007925766,0.007461957,0.00824128,0.02305667,0.01316395],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.04919935,"about_ca_system_score_gemma":0.3684153,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.7533039,"about_ca_topic_score_gemma":0.9083754,"domain_scores_codex":[0.9683705,0.007487437,0.00202491,0.001004242,0.01399836,0.007114598],"domain_scores_gemma":[0.8879895,0.01774813,0.003202153,0.001838497,0.05134912,0.0378725],"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":[0.00001770874,0.000071001,0.0005933014,0.0005051269,0.00002091233,0.0000685995,0.0002910091,0.0001156962,0.00007213285,0.003314735,0.9693089,0.02562099],"study_design_scores_gemma":[0.0001007708,0.00002630148,0.002334093,0.003569457,0.00005376607,0.00004895065,0.001754881,0.0002090682,0.0001775123,0.002812002,0.988821,0.00009215812],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0006801641,0.0117263,0.001453143,0.9243977,0.01341622,0.0006614744,0.001482732,0.0004716197,0.0457106],"genre_scores_gemma":[0.00995287,0.03242689,0.02513058,0.86282,0.00329676,0.001084699,0.002103358,0.000281421,0.06290338],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.9508007,"threshold_uncertainty_score":0.4962978,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6379998547828083,"score_gpt":0.5730266786023779,"score_spread":0.06497317618043041,"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."}}