{"id":"W4205710160","doi":"10.30841/2307-5112.2-3.2021.240773","title":"The Results of a Prospective Cohort Study of the Effectiveness of the Algorithm for Monitoring Pregnancies in Patients from the Group of High Perinatal Risk to Reduce Perinatal Losses and Improve Neonatal Outcome","year":2021,"lang":"en","type":"article","venue":"Family Medicine","topic":"Prenatal Screening and Diagnostics","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Prospective cohort study; Pregnancy; Obstetrics; Cohort; Fetus; Cohort study; Pediatrics; Surgery; Internal medicine; Biology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.007235833,0.0004495361,0.0003658349,0.0006407843,0.0004340443,0.0006852435,0.0004548702,0.0005582325,0.001186294],"category_scores_gemma":[0.01292778,0.0003638909,0.001298868,0.0006413712,0.0002967477,0.0006777869,0.0005816272,0.0008297371,0.0001425104],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005210879,"about_ca_system_score_gemma":0.000790729,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00285534,"about_ca_topic_score_gemma":0.003324457,"domain_scores_codex":[0.9974069,0.001207598,0.0002571716,0.0005633981,0.0003518933,0.0002130062],"domain_scores_gemma":[0.9947973,0.002113418,0.001197965,0.000941868,0.0005390551,0.000410347],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002701127,0.000237119,0.9921728,0.00002686955,0.000541014,0.00004880556,0.0001450522,0.00006637409,0.0002663696,0.0000517315,0.0001194006,0.003623272],"study_design_scores_gemma":[0.0002706322,0.002617573,0.9945205,0.00002420532,0.0007896163,0.0002240207,0.0002653731,0.0006113371,0.0002350401,0.00004596465,0.000382715,0.00001309784],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9983902,0.0003133198,0.0005391586,0.00005803969,0.0000229077,0.0000693788,0.0003727899,0.000003451158,0.0002309022],"genre_scores_gemma":[0.9986115,0.0001181885,0.0005154465,0.00003747715,0.0000155357,0.0000643387,0.0004512795,0.00000311185,0.0001830408],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007235833,"threshold_uncertainty_score":0.03826725,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01330391516456816,"score_gpt":0.2795864051122125,"score_spread":0.2662824899476444,"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."}}