{"id":"W4206665250","doi":"10.14745/ccdr.v46i05a02","title":"Canadian Public Health Laboratory Network Best Practices for COVID-19","year":2020,"lang":"en","type":"article","venue":"Canada Communicable Disease Report","topic":"COVID-19 Clinical Research Studies","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Coronavirus disease 2019 (COVID-19); 2019-20 coronavirus outbreak; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Public health; Pandemic; Virology; Best practice; Medicine; Political science; Nursing; Outbreak; Infectious disease (medical specialty); Pathology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.03880769,0.001720659,0.001242451,0.008444454,0.006541366,0.008524943,0.008465572,0.003077414,0.04202343],"category_scores_gemma":[0.07886459,0.001224254,0.001468983,0.008671037,0.00357441,0.00324936,0.004987769,0.004965622,0.01431826],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03953321,"about_ca_system_score_gemma":0.2054154,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.7410884,"about_ca_topic_score_gemma":0.7725637,"domain_scores_codex":[0.9364057,0.01398025,0.005331381,0.003775415,0.03657167,0.003935591],"domain_scores_gemma":[0.8306354,0.007694996,0.005648761,0.0111117,0.1358141,0.009095059],"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":[0.000151265,0.0001855097,0.007548897,0.001267636,0.00005688039,0.0005422761,0.001014882,0.001276666,0.001466891,0.01263815,0.7236834,0.2501676],"study_design_scores_gemma":[0.00006981232,0.00007183789,0.009205643,0.001593838,0.00003627332,0.0003612259,0.0006261795,0.0009854578,0.001059049,0.003560934,0.9823264,0.0001033583],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.007807182,0.03424257,0.1531685,0.2166269,0.009677951,0.01151168,0.02699739,0.01783132,0.5221366],"genre_scores_gemma":[0.1348459,0.04098527,0.5148467,0.07483445,0.003065074,0.006863892,0.05010891,0.005035671,0.1694141],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9604668,"threshold_uncertainty_score":0.5208728,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2512762434337187,"score_gpt":0.4744892018758619,"score_spread":0.2232129584421432,"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."}}