{"id":"W7053210800","doi":"","title":"Un réseau de senseurs pour identifier des mélanges complexes de COVs dans l'haleine humaine","year":2021,"lang":"en","type":"article","venue":"Open Repository and Bibliography (University of Liège)","topic":"Laser Design and Applications","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"GDG Environnement","funders":"","keywords":"Discriminative model; Task (project management); Benchmark (surveying); Cancer; Automation; Test (biology); Power (physics); Lung cancer","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":[0.002132434,0.001284059,0.0009915096,0.003259035,0.001342556,0.003034159,0.0009037365,0.002481494,0.004229872],"category_scores_gemma":[0.004609721,0.0006201781,0.0009404303,0.0009537602,0.001391325,0.001640793,0.001185356,0.001567636,0.002192733],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008339691,"about_ca_system_score_gemma":0.0006796541,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009409411,"about_ca_topic_score_gemma":0.009621849,"domain_scores_codex":[0.997964,0.000441155,0.00006601009,0.0005840584,0.0007419283,0.0002028416],"domain_scores_gemma":[0.997773,0.0008737503,0.0002087967,0.0001986842,0.0007775344,0.0001683235],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001674055,0.0002854018,0.1003118,0.0006372991,0.0003192181,0.003798698,0.003825803,0.004119142,0.521598,0.004309469,0.008750681,0.3503704],"study_design_scores_gemma":[0.0002093634,0.002247124,0.2374758,0.0007742319,0.0005351962,0.02489589,0.01091788,0.1130344,0.4682572,0.00597661,0.1350936,0.0005825976],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.7226908,0.01642412,0.2304533,0.003641962,0.001878766,0.0004392503,0.001856189,0.002460229,0.02015534],"genre_scores_gemma":[0.8291317,0.00582064,0.1343244,0.001476721,0.0007180248,0.0002748162,0.001068956,0.0003533556,0.02683132],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.009409411,"threshold_uncertainty_score":0.01870924,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.016813997781938,"score_gpt":0.2160111094591166,"score_spread":0.1991971116771785,"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."}}