{"id":"W4287805210","doi":"10.5281/zenodo.5845538","title":"D4.4 - Predictive Algorithms v2","year":2020,"lang":"en","type":"report","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Advanced Control Systems Optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian AIDS Treatment Information Exchange","funders":"European Commission","keywords":"Algorithm; 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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0004989982,0.0003745131,0.0004526983,0.0002971079,0.0008792406,0.0005670433,0.001002678,0.0002805432,0.003588068],"category_scores_gemma":[0.0009529375,0.0004364139,0.0001172101,0.0006135756,0.00008915977,0.0003142182,0.0006550594,0.0007784023,0.005685255],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009651458,"about_ca_system_score_gemma":0.00001621979,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001256528,"about_ca_topic_score_gemma":2.355465e-7,"domain_scores_codex":[0.9972274,0.0001880575,0.0005376408,0.0006049448,0.0009582647,0.0004836547],"domain_scores_gemma":[0.997652,0.00002584471,0.0001925951,0.0005874045,0.00125887,0.000283277],"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":[0.00004783179,0.00005085975,8.289774e-7,0.0007843901,0.0004761055,0.00006154289,0.0008189369,0.06170836,0.0008018974,0.000220425,0.7640777,0.1709511],"study_design_scores_gemma":[0.0003752159,0.0001348955,0.00003546784,0.0001207424,0.00005453162,0.000150137,0.00007839536,0.04519801,0.00006475887,0.00004492058,0.9533688,0.0003741432],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.00001742864,0.0008169585,0.2837968,0.0001545276,0.0009551588,0.001125001,0.001422032,0.005880345,0.7058318],"genre_scores_gemma":[0.6473319,0.02330329,0.01748636,0.0005061157,0.02327387,0.000004638237,0.1380572,0.1064836,0.04355303],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.6622787,"threshold_uncertainty_score":0.9998088,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03350800265254008,"score_gpt":0.2429580336695187,"score_spread":0.2094500310169786,"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."}}