{"id":"W3026719402","doi":"10.3968/11622","title":"COVID-19, Culture and Public Health Conditions in Developing Countries: Prevention Is Better Than Cure","year":2020,"lang":"en","type":"article","venue":"Canadian social science","topic":"Viral Infections and Outbreaks Research","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Sustenance; Public health; Worry; Public relations; Outbreak; Economic growth; Medicine; Political science; Law; Nursing; Virology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003192158,0.00005660578,0.0001069455,0.000171077,0.000865211,0.0001031596,0.00007436367,0.00005321156,0.0002152642],"category_scores_gemma":[0.0001977089,0.00005341767,0.00002015827,0.001169151,0.0004128373,0.0002235941,0.00002234871,0.0001569064,0.00001446982],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001226467,"about_ca_system_score_gemma":0.009166994,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.02206779,"about_ca_topic_score_gemma":0.07037541,"domain_scores_codex":[0.9990257,0.00003324852,0.0001077271,0.0002136828,0.0002164314,0.0004032232],"domain_scores_gemma":[0.9984125,0.000008222844,0.00002678779,0.00004246095,0.00009433573,0.001415703],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000130376,0.00004419623,0.6619809,0.0004601548,0.00003008472,0.00009630916,0.06296301,4.356536e-7,0.0005765791,0.08176231,0.1826504,0.009422545],"study_design_scores_gemma":[0.0004331921,0.0001048389,0.06649378,0.00003101347,0.000003181143,0.00001439338,0.004271583,0.00008138667,0.00002595071,0.000401146,0.9280279,0.0001116664],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1386837,0.0001510711,0.0004375195,0.8515283,0.00006059197,0.0004721735,0.0001095674,0.00002964538,0.008527425],"genre_scores_gemma":[0.8852878,0.0000965486,0.00007121282,0.1141969,0.0001120278,0.00001303717,0.00002031653,0.000003773833,0.0001984599],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.746604,"threshold_uncertainty_score":0.9964501,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07891597480066231,"score_gpt":0.397538067453619,"score_spread":0.3186220926529567,"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."}}