{"id":"W3105079502","doi":"","title":"Multi-task Additive Models for Robust Estimation and Automatic Structure Discovery","year":2020,"lang":"en","type":"article","venue":"Neural Information Processing Systems","topic":"Machine Learning and Algorithms","field":"Computer Science","cited_by":7,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Computer science; Task (project management); Artificial intelligence; Estimation; Data mining; Pattern recognition (psychology); Engineering","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":[0.00494126,0.00208894,0.002515881,0.00145515,0.0009231942,0.002232417,0.003481296,0.002747863,0.003167906],"category_scores_gemma":[0.01975993,0.001755705,0.002277187,0.002337671,0.001310958,0.003393304,0.003550172,0.004889525,0.002284319],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008899858,"about_ca_system_score_gemma":0.001734739,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005899631,"about_ca_topic_score_gemma":0.00864321,"domain_scores_codex":[0.9973954,0.001217143,0.0001459835,0.0006673467,0.0003785969,0.0001954731],"domain_scores_gemma":[0.9919971,0.005177853,0.0006219102,0.001280085,0.0007244296,0.0001986909],"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":[0.0005302827,0.0002557101,0.0008943189,0.0003323083,0.0005203877,0.0001717515,0.0001488032,0.6414663,0.005595779,0.05795711,0.006475213,0.2856521],"study_design_scores_gemma":[0.00001013863,0.00002835984,0.0001417201,0.00001125714,0.00002708379,0.00002675264,0.000007817639,0.9725988,0.0008951624,0.02539088,0.000844372,0.00001768192],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.001351672,0.0002884689,0.9976354,0.0001069421,0.0000330528,0.00001128008,0.00007545944,0.0003149611,0.0001827224],"genre_scores_gemma":[0.2948542,0.001368663,0.6922004,0.0004794871,0.0004195375,0.0003667547,0.00173027,0.0006577997,0.00792289],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.005899631,"threshold_uncertainty_score":0.02613217,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02352667065483971,"score_gpt":0.250854597206479,"score_spread":0.2273279265516393,"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."}}