{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001578576,0.001742158,0.001477503,0.0009702926,0.0005737801,0.003056676,0.002602217,0.001950189,0.06046966],"category_scores_gemma":[0.0059038,0.0007164727,0.001467236,0.001724114,0.0006174548,0.001537925,0.001874764,0.003165642,0.04077477],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001188882,"about_ca_system_score_gemma":0.001897206,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01230497,"about_ca_topic_score_gemma":0.005591155,"domain_scores_codex":[0.9985128,0.0003105072,0.00007404678,0.0002414692,0.000733023,0.0001281365],"domain_scores_gemma":[0.9983972,0.0005979474,0.00004620159,0.0003938267,0.0005242333,0.0000405877],"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":[0.0002993963,0.0001049466,0.0006377441,0.0005101182,0.0001380115,0.00007859078,0.00004063913,0.4816536,0.002562637,0.05520367,0.1554207,0.30335],"study_design_scores_gemma":[0.00005404588,0.00004645683,0.0002390552,0.00008521183,0.00002077024,0.00004788556,0.00001767172,0.8834507,0.003554133,0.03845119,0.07400546,0.00002731926],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.001479233,0.001897615,0.9324991,0.001042256,0.0009965322,0.000180334,0.004833881,0.01131595,0.04575511],"genre_scores_gemma":[0.1537721,0.005302439,0.6477785,0.001706825,0.00176958,0.001441387,0.04088896,0.007633802,0.1397063],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.06046966,"threshold_uncertainty_score":0.2022911,"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."}}