{"id":"W2056685561","doi":"10.1016/j.cca.2011.08.006","title":"Total hCG tests","year":2011,"lang":"en","type":"article","venue":"Clinica Chimica Acta","topic":"Preterm Birth and Chorioamnionitis","field":"Medicine","cited_by":39,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"University of Alberta","keywords":"Siemens; Gynecology; Medicine; Physics","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001250587,0.0001408069,0.0002846386,0.0000518535,0.00005438103,0.00001028285,0.0001493449,0.0001486432,0.001804619],"category_scores_gemma":[0.000401836,0.0001188339,0.0001713308,0.00009437365,0.000117859,0.000075992,0.00007641718,0.0003130331,0.0003604398],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001678697,"about_ca_system_score_gemma":0.0001004875,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009497163,"about_ca_topic_score_gemma":0.00000458868,"domain_scores_codex":[0.9988953,0.00002810852,0.0003482963,0.0002913865,0.0001456434,0.0002912917],"domain_scores_gemma":[0.9988904,0.0001062785,0.00009121943,0.0005481942,0.00005366625,0.000310252],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.006058943,0.004389303,0.5551214,0.0004297615,0.0008963142,0.0007764858,0.004696862,2.61923e-8,0.0946576,0.001617388,0.273565,0.05779089],"study_design_scores_gemma":[0.001843215,0.0008190664,0.9654946,0.0001077849,0.0001190714,0.0002924228,0.00004164626,0.00001868194,0.004010412,0.0007662846,0.02625041,0.0002363913],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8353131,0.00003526272,0.000001434635,0.0008734842,0.0005695926,0.0001732681,0.00001313419,0.0001414271,0.1628793],"genre_scores_gemma":[0.9947995,0.0001013412,0.001016652,0.001412708,0.0005875261,0.0000124689,0.00002418138,0.00002618981,0.00201941],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4103732,"threshold_uncertainty_score":0.9991078,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06035239330858865,"score_gpt":0.3092668257054285,"score_spread":0.2489144323968398,"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."}}