{"id":"W4413584416","doi":"10.64628/aam.xmcq96frv","title":"Restoring community dialogue and resilience: The next COVID-19 emergency","year":2022,"lang":"en","type":"preprint","venue":"","topic":"COVID-19 and Mental Health","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université de Sherbrooke","funders":"","keywords":"Resilience (materials science); Coronavirus disease 2019 (COVID-19); Community resilience; 2019-20 coronavirus outbreak; Pandemic; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Political science; Sociology; Medicine; Computer science; Virology; Outbreak; Physics","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":[0.00880481,0.000394715,0.0005942672,0.000807057,0.01030801,0.01309287,0.001383733,0.006888891,0.05401582],"category_scores_gemma":[0.01484144,0.0002706951,0.0006264028,0.0008334562,0.01055812,0.01199165,0.01598192,0.01151211,0.00361872],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008409692,"about_ca_system_score_gemma":0.01785082,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01116185,"about_ca_topic_score_gemma":0.02272758,"domain_scores_codex":[0.9957624,0.002137007,0.00006357138,0.0001807027,0.0004544877,0.00140177],"domain_scores_gemma":[0.9895516,0.002784992,0.0002832876,0.0004701759,0.0008657521,0.006044263],"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":[0.0001467785,0.000176341,0.001530445,0.0002555741,0.00002075116,0.0004573051,0.01296379,0.0001996686,0.0001316489,0.4484753,0.4687765,0.06686588],"study_design_scores_gemma":[0.00004883534,0.00005035076,0.003207347,0.0009763915,0.00001212343,0.0003157559,0.06786928,0.0006422588,0.0002134768,0.4098687,0.5167415,0.00005388799],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.01384393,0.006316417,0.00229701,0.8685949,0.00863771,0.0000425053,0.0002341601,0.0001598318,0.09987354],"genre_scores_gemma":[0.7738526,0.0107357,0.008036857,0.1248937,0.006955689,0.0002343143,0.0005544831,0.0005052186,0.07423143],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.05401582,"threshold_uncertainty_score":0.1807009,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.265799721267159,"score_gpt":0.4844311589115157,"score_spread":0.2186314376443567,"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."}}