{"id":"W3196049780","doi":"10.31579/2766-2314/014","title":"Influence of Applying Preventive Health Conditions Strategy during Coronavirus Pandemic in KSA","year":2021,"lang":"en","type":"article","venue":"Biotechnology and Bioprocessing","topic":"Healthcare Systems and Reforms","field":"Economics, Econometrics and Finance","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Attendance; Pandemic; Coronavirus disease 2019 (COVID-19); Quarter (Canadian coin); Medicine; Family medicine; Psychology; Geography; Political science","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":[],"consensus_categories":[],"category_scores_codex":[0.0002735984,0.00009307008,0.000347777,0.0002155802,0.0001463517,0.00001376253,0.0000739227,0.0002905756,0.000007415292],"category_scores_gemma":[0.00004103447,0.00009115206,0.00002569831,0.0003944484,0.0001463342,0.000135702,0.00005152367,0.0002386305,0.000005319419],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007232498,"about_ca_system_score_gemma":0.0001267121,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001083516,"about_ca_topic_score_gemma":0.0003238303,"domain_scores_codex":[0.9988418,0.00001277806,0.0005763842,0.0003016907,0.0000200604,0.0002472416],"domain_scores_gemma":[0.9994636,0.000007431988,0.0003330527,0.0001285816,0.00002619863,0.00004116903],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001972023,0.0001737931,0.8437114,0.002135286,0.00005533738,0.00004422827,0.001013588,0.0002404717,0.02795461,0.0515357,0.000001402665,0.07311448],"study_design_scores_gemma":[0.0006973182,0.00008352372,0.9710091,0.000614978,0.000001357253,0.0001382431,0.001455807,0.0000872575,0.01158527,0.01353869,0.0005516151,0.0002368357],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9848654,0.01415556,0.0001047485,0.0004574797,0.00003810218,0.0001427234,0.00005002663,0.00003727716,0.0001487428],"genre_scores_gemma":[0.9978538,0.001829552,0.0001308236,0.00005570759,0.00001264975,0.00002029809,0.000007795124,0.000007243818,0.00008215954],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1272977,"threshold_uncertainty_score":0.3717073,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03777657933595646,"score_gpt":0.2977736379158262,"score_spread":0.2599970585798697,"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."}}