{"id":"W4413508110","doi":"10.64628/aam.hjxmpxcd3","title":"How to use rapid testing to keep you and your family safe during the 2021 holiday season","year":2021,"lang":"en","type":"article","venue":"","topic":"Climate Change and Health Impacts","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Business","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":[0.006753067,0.001034571,0.0007401265,0.001205181,0.00337365,0.003503805,0.001993952,0.003320299,0.03409397],"category_scores_gemma":[0.02292387,0.0006032374,0.001251405,0.0003795178,0.0007652161,0.003026865,0.002493048,0.004397534,0.02106152],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001488287,"about_ca_system_score_gemma":0.006028954,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02785959,"about_ca_topic_score_gemma":0.04817658,"domain_scores_codex":[0.9952433,0.002148738,0.0003006919,0.0002706814,0.00104748,0.0009892115],"domain_scores_gemma":[0.9886844,0.001966505,0.0007163999,0.0004263983,0.003223168,0.004983307],"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":[0.0001285163,0.0004701649,0.01628666,0.0003008927,0.00005413647,0.0007166383,0.001036762,0.0003571738,0.0009770324,0.000327321,0.6971431,0.2822016],"study_design_scores_gemma":[0.0001988098,0.001263073,0.08988576,0.005296423,0.0002050183,0.002507003,0.02130087,0.001656871,0.004220245,0.006148682,0.8669372,0.0003800528],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0554551,0.01527461,0.03775952,0.5763493,0.04178086,0.003685974,0.004124843,0.009147245,0.2564225],"genre_scores_gemma":[0.4405808,0.03195493,0.1459759,0.2414722,0.01848639,0.006302055,0.003967826,0.002925306,0.1083344],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.03409397,"threshold_uncertainty_score":0.1140557,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1065660826552011,"score_gpt":0.2935410416866636,"score_spread":0.1869749590314624,"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."}}