{"id":"W6912739225","doi":"10.5281/zenodo.5846047","title":"D7.2 - Integration Report v2","year":2021,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Engineering and Test Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian AIDS Treatment Information Exchange","funders":"European Commission","keywords":"Test (biology); System integration; Standardization; Work (physics); Process (computing); Relation (database); Scope (computer science)","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0002831582,0.00009980497,0.0001030828,0.00009632664,0.0004216378,0.0003558149,0.0002366929,0.00005171903,0.002744353],"category_scores_gemma":[0.0003871095,0.0001119069,0.00003723233,0.0003738877,0.00002304938,0.0001362954,0.00014382,0.0001912253,0.003681938],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009726259,"about_ca_system_score_gemma":0.000001804786,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003448637,"about_ca_topic_score_gemma":1.928209e-7,"domain_scores_codex":[0.9991344,0.00006344751,0.0002053804,0.0002022837,0.0001895366,0.0002049281],"domain_scores_gemma":[0.9992228,0.00001165311,0.00002544712,0.0003601161,0.0002833426,0.00009660787],"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":[0.00001062251,0.0001196835,0.00001032419,0.0003548409,0.0001596006,0.0008104033,0.001898004,0.01603978,0.1260527,0.008497419,0.6830437,0.163003],"study_design_scores_gemma":[0.000138804,0.00002425076,0.0001748142,0.00003837425,0.000006636734,0.00100856,0.0001293581,0.005798132,0.006427428,0.00004642978,0.9860657,0.0001414903],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.05757539,0.0007163956,0.1668796,0.0004866148,0.001250711,0.000403608,0.0001743277,0.00973034,0.762783],"genre_scores_gemma":[0.9949551,0.00005478439,0.0004569991,0.0000187344,0.0001769585,3.655433e-8,0.001891995,0.0009063265,0.001539103],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9373797,"threshold_uncertainty_score":0.9981673,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02251415138882,"score_gpt":0.2130327684270858,"score_spread":0.1905186170382658,"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."}}