{"id":"W4292682667","doi":"10.30574/gscarr.2022.12.2.0219","title":"Level of involvement of patients and accompanying persons in the management of biomedical waste in Benin","year":2022,"lang":"en","type":"article","venue":"GSC Advanced Research and Reviews","topic":"Healthcare and Environmental Waste Management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"International Development Research Centre","keywords":"Biomedical waste; Medicine; Environmental health; Univariate; Engineering; Business; Health care; Computer science","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001952285,0.00006797546,0.0003192556,0.0002137589,0.00005109065,0.000001523233,0.0001085625,0.00001469311,0.00002408351],"category_scores_gemma":[0.00001921547,0.00004421685,0.00002932802,0.0004224122,0.0001711703,0.00002674386,0.0003752784,0.000232159,3.328849e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006659853,"about_ca_system_score_gemma":0.00001236398,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009109314,"about_ca_topic_score_gemma":0.00002654365,"domain_scores_codex":[0.998325,0.0002586717,0.0004658447,0.000171147,0.0005675278,0.0002117634],"domain_scores_gemma":[0.9996116,0.00005075608,0.00008477228,0.000181082,0.00001264507,0.00005910261],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0002827689,0.001639796,0.02950208,0.007862856,0.00004014028,0.00002957626,0.003696325,0.00001607519,0.001039438,0.0002049555,0.0004823672,0.9552037],"study_design_scores_gemma":[0.01099845,0.004388954,0.7309566,0.00417271,0.00006302671,0.000005670522,0.1113308,0.0002159803,0.0007678057,0.0004520938,0.1364063,0.0002416395],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9872927,0.009991662,0.00001233217,0.0008284033,0.00001720843,0.001548517,0.00002394187,7.280779e-7,0.0002844834],"genre_scores_gemma":[0.9748121,0.02382205,0.0009572529,0.0000768044,0.00000482102,0.0001482896,0.00002435098,0.000005050746,0.000149267],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.954962,"threshold_uncertainty_score":0.1803111,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2714587611036869,"score_gpt":0.4305874148013379,"score_spread":0.159128653697651,"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."}}