{"id":"W4378905583","doi":"10.14745/ccdr.v49i05a04","title":"Innovative technology and established partnerships—a recipe for rapid adaptability under emerging pandemic conditions","year":2023,"lang":"en","type":"article","venue":"Canada Communicable Disease Report","topic":"Data-Driven Disease Surveillance","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Paediatric Society; Public Health Agency of Canada","funders":"Public Health Agency; Public Health Agency of Canada","keywords":"Data collection; Pandemic; Public health; Intervention (counseling); Flexibility (engineering); Business; General partnership; Public health surveillance; Coronavirus disease 2019 (COVID-19); Environmental health; Medicine; Medical emergency; Psychology; Nursing; Disease; Finance; Sociology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":true,"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":[0.04315712,0.001177323,0.0006212859,0.002361227,0.0101018,0.01790912,0.003935704,0.007183004,0.0286896],"category_scores_gemma":[0.05267327,0.0007828559,0.001259629,0.001772646,0.01703301,0.0276348,0.02903666,0.009362474,0.007672022],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009667988,"about_ca_system_score_gemma":0.04346319,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008332578,"about_ca_topic_score_gemma":0.01042804,"domain_scores_codex":[0.9643559,0.0212195,0.0008918845,0.00272847,0.006131514,0.004672695],"domain_scores_gemma":[0.9587232,0.009889846,0.00257622,0.005983268,0.007131171,0.01569632],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001954516,0.0006385492,0.009971889,0.001248922,0.0001404877,0.002147189,0.03940742,0.001696789,0.002378583,0.4406011,0.1906788,0.3108949],"study_design_scores_gemma":[0.00009038049,0.0002489564,0.002092645,0.0008990265,0.00001957758,0.0005180548,0.02165188,0.0005648126,0.0004289578,0.1485019,0.8249158,0.00006818446],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.02946378,0.008349597,0.1043143,0.568667,0.008762971,0.002067865,0.0004217066,0.001864407,0.2760883],"genre_scores_gemma":[0.6015748,0.01466394,0.2178667,0.08739717,0.004059602,0.004097914,0.0007756199,0.001047179,0.06851704],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.9916674,"threshold_uncertainty_score":0.2282394,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06989834703645766,"score_gpt":0.335942007698452,"score_spread":0.2660436606619944,"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."}}