{"id":"W6986211472","doi":"","title":"Pandemic Pals: Vancouver (w/ Charlie Demers + David Harris)","year":2020,"lang":"en","type":"other","venue":"Bulletin of Miscellaneous Information (Royal Gardens Kew)","topic":"Machine Learning in Bioinformatics","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Conversation; Pandemic; Mental illness; Panic; Mental health; Coronavirus disease 2019 (COVID-19)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"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":[0.0001975725,0.0004432706,0.000439632,0.00005209552,0.00005850316,0.00003692345,0.0004973714,0.0006757779,0.175032],"category_scores_gemma":[0.0002714419,0.0004415039,0.000218543,0.000007918985,0.0001369168,3.775751e-8,0.000215685,0.0003896138,0.006592185],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002371448,"about_ca_system_score_gemma":0.00005903382,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008727434,"about_ca_topic_score_gemma":0.001201524,"domain_scores_codex":[0.9982184,0.00007624427,0.0007121019,0.0002685606,0.0003811719,0.0003434933],"domain_scores_gemma":[0.9984068,0.00002864409,0.0007977988,0.0005008874,0.00008942848,0.0001764936],"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":[0.00007798464,0.00002040392,0.00004011778,0.0005187263,0.0001463132,0.000004538751,0.00008388402,0.0001826872,0.000009866294,0.000003815848,0.9967638,0.002147919],"study_design_scores_gemma":[0.0005835145,0.0002179704,0.00001116602,0.0001265009,0.00006838051,0.00002814971,0.00007591182,0.00006496188,0.00005651891,0.000001737859,0.9982984,0.0004667745],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00005524899,0.0004800163,0.00000839642,0.00008294974,0.0004627836,0.0003999909,0.0002016337,0.0001371517,0.9981718],"genre_scores_gemma":[0.0006760507,0.0008639223,0.002626292,0.001095276,0.0003579971,0.00001740726,0.000843424,0.0001870065,0.9933326],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1684399,"threshold_uncertainty_score":0.9998037,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005571690912159602,"score_gpt":0.196728470658818,"score_spread":0.1911567797466584,"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."}}