{"id":"W4235134671","doi":"10.5220/0010145702950301","title":"Personalised Recommendation Systems and the Impact of COVID-19: Perspectives, Opportunities and Challenges","year":2020,"lang":"en","type":"article","venue":"","topic":"Machine Learning in Healthcare","field":"Computer Science","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Coronavirus disease 2019 (COVID-19); Computer science; Data science; Medicine","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":[],"consensus_categories":[],"category_scores_codex":[0.0005600241,0.00008274458,0.0001635935,0.00003662777,0.000108607,0.0000762823,0.0001799676,0.00002830358,0.00003706188],"category_scores_gemma":[0.0003785281,0.00004960793,0.00003034842,0.00007026276,0.0001159656,0.0001678464,0.0001227926,0.0001009637,4.654759e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003687329,"about_ca_system_score_gemma":0.0001419675,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002588707,"about_ca_topic_score_gemma":0.0000123826,"domain_scores_codex":[0.9990228,0.0004249581,0.000136,0.0002147207,0.0001052081,0.00009629467],"domain_scores_gemma":[0.9990423,0.0004539503,0.0001014994,0.000137218,0.00006694882,0.0001980308],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00008042,0.00001486112,0.002008557,0.0006093675,0.00006369363,0.000003873508,0.1633499,0.0002505196,0.000006430927,0.8144227,0.001115564,0.01807415],"study_design_scores_gemma":[0.001529115,0.0004819438,0.006526754,0.00002340732,0.000008911464,0.0000634064,0.0843939,0.8992275,0.000001554452,0.0007935225,0.006773507,0.0001765022],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.02542976,0.0230372,0.03908418,0.904185,0.00008377333,0.0006569572,0.00001656908,0.00022874,0.007277813],"genre_scores_gemma":[0.9938499,0.004828034,0.0005543849,0.0006727476,0.00004131539,0.000009132805,0.000001876349,0.000004335735,0.00003826448],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9684201,"threshold_uncertainty_score":0.3913368,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1917924974049816,"score_gpt":0.3586520437162965,"score_spread":0.1668595463113149,"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."}}