{"id":"W1987669274","doi":"10.1007/s00038-004-3076-0","title":"Investing in surveillance: a fundamental tool of public health","year":2004,"lang":"en","type":"article","venue":"Sozial- und Präventivmedizin","topic":"Diabetes, Cardiovascular Risks, and Lipoproteins","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Health Canada; University of Ottawa","keywords":"Environmental health; Medicine; Obesity; Risk factor; Public health; Data collection; Data quality; Disease; Behavioral Risk Factor Surveillance System; Quality (philosophy); Chronic disease; Population; Business; Statistics; Marketing; Family medicine; Pathology","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.105384,0.001474934,0.003157342,0.006100672,0.001974265,0.01154843,0.003440526,0.007549556,0.005647304],"category_scores_gemma":[0.1832658,0.000771773,0.0007218276,0.003297175,0.01569966,0.01916439,0.006388978,0.008675879,0.001043699],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003205211,"about_ca_system_score_gemma":0.01011232,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002913063,"about_ca_topic_score_gemma":0.001556179,"domain_scores_codex":[0.9505056,0.03619552,0.002095792,0.003584313,0.006550014,0.001068757],"domain_scores_gemma":[0.683287,0.2392716,0.01870888,0.031183,0.01793964,0.009609983],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0002719229,0.0006093223,0.0505598,0.00147739,0.0006075258,0.0001635068,0.003216618,0.00289329,0.001983631,0.5157459,0.04847102,0.374],"study_design_scores_gemma":[0.0001520173,0.0005212685,0.01386159,0.00152635,0.0002608045,0.0002948259,0.002528602,0.005314038,0.001549299,0.8786987,0.0950897,0.0002026933],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.02383305,0.04485534,0.2424465,0.6294329,0.006764547,0.0004351096,0.001307584,0.0009091661,0.05001573],"genre_scores_gemma":[0.7599319,0.03184979,0.1355258,0.05298857,0.01283882,0.0008290488,0.0007446969,0.0001988726,0.005092592],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.105384,"threshold_uncertainty_score":0.5573303,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05573543165440723,"score_gpt":0.319373515583731,"score_spread":0.2636380839293238,"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."}}