{"id":"W4417439363","doi":"10.1371/journal.pgph.0005550","title":"A century of weekly notifiable disease incidence data by province in Canada","year":2025,"lang":"en","type":"article","venue":"PLOS Global Public Health","topic":"Data-Driven Disease Surveillance","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Jewish General Hospital; McMaster University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Incidence (geometry); Notifiable disease; Communicable disease; Disease surveillance; Public health surveillance; Public health; Government (linguistics); Infectious disease (medical specialty)","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000579952,0.0001782739,0.0005282704,0.00007739996,0.00005078759,0.00002499898,0.0007781099,0.00003561439,0.00006559747],"category_scores_gemma":[0.001948836,0.0001753278,0.00002673723,0.0009940481,0.00007591931,0.0003332318,0.0005134939,0.0001864332,0.000008752298],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002861762,"about_ca_system_score_gemma":0.06201686,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8299115,"about_ca_topic_score_gemma":0.8137622,"domain_scores_codex":[0.9971206,0.0001938668,0.0006444775,0.000635694,0.0007038708,0.0007015534],"domain_scores_gemma":[0.9969473,0.00008465615,0.0001976645,0.001639728,0.000158591,0.0009720192],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000134684,0.0006412841,0.6451705,0.001450199,0.00004769156,0.00006940299,0.000008716283,0.000004827112,0.000009510938,0.0006162522,0.3404629,0.01138403],"study_design_scores_gemma":[0.001757266,0.00007625763,0.6375358,0.0009494018,0.00003372622,0.000003257644,0.0001986266,0.005382558,0.00000710517,0.00008078554,0.3537298,0.0002454675],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7197869,0.01909547,0.0004913862,0.1778922,0.0008186408,0.004356709,0.06814622,0.0002730206,0.009139438],"genre_scores_gemma":[0.9875469,0.0002868666,0.0003191319,0.00873243,0.00002671812,0.00002317859,0.002887541,0.00001093981,0.0001663259],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.26776,"threshold_uncertainty_score":0.9433007,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03043836608600398,"score_gpt":0.3022243891350331,"score_spread":0.2717860230490292,"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."}}