{"id":"W3210846172","doi":"10.21450/rahis.v17i4.6455","title":"PRIORIZAÇÃO DE DESPERDICIOS NA MANUTENÇÃO DE EQUIPAMENTOS MÉDICOS EM OPERAÇÕES HOSPITALARES","year":2021,"lang":"pt","type":"article","venue":"RAHIS - Revista de Administração Hospitalar e Inovação em Saúde","topic":"Healthcare and Environmental Waste Management","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Discovery Air (Canada)","funders":"","keywords":"Physics; Operations management; Humanities; Philosophy; Economics","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":["metaepi_narrow","scholarly_communication","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"category_scores_codex":[0.002697485,0.00212313,0.002656432,0.0005636101,0.0009617129,0.001395077,0.001550196,0.00138605,0.003392472],"category_scores_gemma":[0.001004123,0.002385387,0.00136853,0.001404553,0.0004889162,0.000640823,0.001457779,0.002477807,0.001372844],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005585769,"about_ca_system_score_gemma":0.003563419,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002374704,"about_ca_topic_score_gemma":0.00007790678,"domain_scores_codex":[0.9863891,0.00114707,0.002907728,0.002818357,0.00211865,0.004619117],"domain_scores_gemma":[0.9918798,0.000320609,0.0009184895,0.003291583,0.0003500149,0.003239562],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001787506,0.01407701,0.4135087,0.02466599,0.008037803,0.08144273,0.05439815,0.0001860881,0.02202134,0.006796392,0.05429573,0.3187825],"study_design_scores_gemma":[0.01905868,0.01687667,0.3451885,0.01969285,0.01005072,0.008349136,0.1655305,0.004844186,0.040633,0.0005871255,0.3582911,0.01089758],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9495304,0.03371239,0.004041384,0.00447938,0.001091225,0.00323607,0.0006620607,0.0004501784,0.002796905],"genre_scores_gemma":[0.957175,0.01113868,0.004006905,0.008696953,0.00116836,0.0003965035,0.0009082668,0.000578705,0.01593065],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3078849,"threshold_uncertainty_score":0.9999104,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02569866110318847,"score_gpt":0.3074526094668644,"score_spread":0.2817539483636759,"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."}}