{"id":"W4395039799","doi":"10.2139/ssrn.4800799","title":"Drone-Enabled Early Infant Diagnosis of HIV Supply Chains","year":2024,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"UAV Applications and Optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"HEC Montréal","funders":"","keywords":"Human immunodeficiency virus (HIV); Drone; Medicine; Virology; Computer science; Biology","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":[0.0002761237,0.0005287447,0.0003789699,0.0003948379,0.000249247,0.0007137032,0.0005892512,0.0005617472,0.003032533],"category_scores_gemma":[0.00124617,0.0001759609,0.0002214403,0.0002440866,0.0001656299,0.0006174851,0.0008293813,0.0004625218,0.0004670076],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003912242,"about_ca_system_score_gemma":0.0006139132,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005388139,"about_ca_topic_score_gemma":0.004959437,"domain_scores_codex":[0.999759,0.00005526618,0.000007750432,0.00004221207,0.00005714377,0.00007867248],"domain_scores_gemma":[0.9995558,0.0002006844,0.000068131,0.00002793511,0.00009226207,0.0000551687],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001901434,0.0004453459,0.06198479,0.0006165781,0.0001353577,0.004532615,0.0003022465,0.5946776,0.04010763,0.01033937,0.008372393,0.2765846],"study_design_scores_gemma":[0.00002610855,0.0004440463,0.007996043,0.00005613214,0.00003678467,0.0007340378,0.0003356722,0.9724432,0.01270308,0.002365714,0.002837898,0.00002134771],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7114636,0.003095083,0.2652079,0.00107254,0.0003045336,0.0001955349,0.001208651,0.001008281,0.01644384],"genre_scores_gemma":[0.9922689,0.0001996012,0.00568313,0.00003230885,0.000009072678,0.00001127139,0.0001926153,0.00001048212,0.001592728],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005388139,"threshold_uncertainty_score":0.01071358,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.002960720709120705,"score_gpt":0.1939246013047007,"score_spread":0.1909638805955799,"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."}}