{"id":"W2077205450","doi":"10.1002/dc.20295","title":"Project: Screen South Africa","year":2005,"lang":"en","type":"article","venue":"Diagnostic Cytopathology","topic":"Cervical Cancer and HPV Research","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"Coordenação de Aperfeiçoamento de Pessoal de Nível Superior","keywords":"Medicine; Economic shortage; Cervix; Optometry; Human immunodeficiency virus (HIV); Gynecology; Family medicine; Environmental health; Cancer; Government (linguistics); Internal medicine","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":[0.00203795,0.001033011,0.0004155039,0.002001704,0.001214192,0.001213745,0.0009699446,0.0008016663,0.138209],"category_scores_gemma":[0.004695637,0.0003568791,0.0004169255,0.000963338,0.000402412,0.0006362319,0.002016454,0.0009162928,0.02792782],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001236004,"about_ca_system_score_gemma":0.005415903,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01210483,"about_ca_topic_score_gemma":0.01402316,"domain_scores_codex":[0.9991486,0.0003043265,0.00004929214,0.0001641177,0.0001416727,0.0001920539],"domain_scores_gemma":[0.9980959,0.0002180592,0.0002074237,0.0001347245,0.000644616,0.0006992925],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.001207895,0.0006434376,0.04032788,0.001419554,0.00009868611,0.0009682873,0.0006245809,0.0001675584,0.003210412,0.003057176,0.5643193,0.3839553],"study_design_scores_gemma":[0.001000583,0.0007376844,0.06936657,0.0009767308,0.0001754654,0.001433605,0.0008183462,0.0005896552,0.003659064,0.002482861,0.9187241,0.00003536549],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1293902,0.009899507,0.01996416,0.09671197,0.00500803,0.03049996,0.1863754,0.007339744,0.514811],"genre_scores_gemma":[0.388371,0.007191313,0.04483994,0.02614375,0.0009123097,0.02054752,0.05315765,0.001039975,0.4577966],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.138209,"threshold_uncertainty_score":0.462355,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04589325588654885,"score_gpt":0.3388717797724155,"score_spread":0.2929785238858666,"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."}}