{"id":"W1993542581","doi":"10.1016/j.ics.2004.02.082","title":"Evidence-based management of recurrent miscarriage: optimal diagnostic protocol","year":2004,"lang":"en","type":"article","venue":"International Congress Series","topic":"Reproductive System and Pregnancy","field":"Immunology and Microbiology","cited_by":7,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University","funders":"","keywords":"Miscarriage; Recurrent miscarriage; Medicine; Abnormality; Normality; Intensive care medicine; Diagnostic test; Obstetrics; Gynecology; Pediatrics; Pregnancy; Psychiatry","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001620937,0.0001303025,0.0001648697,0.00007097512,0.00005591729,0.00001938856,0.0003120857,0.00006437932,0.0006527018],"category_scores_gemma":[0.0001801465,0.0001103953,0.00007839908,0.00006152745,0.0002051122,0.0002496277,0.00008195405,0.00008868404,0.0001247029],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005120992,"about_ca_system_score_gemma":0.00005308595,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000026667,"about_ca_topic_score_gemma":0.000004278321,"domain_scores_codex":[0.9990994,0.00008606183,0.0003137852,0.0002744012,0.00008534306,0.0001410175],"domain_scores_gemma":[0.9992056,0.0001172446,0.0001836,0.0002402049,0.0002408438,0.00001246683],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.01719568,0.004915709,0.1597017,0.00833386,0.009559945,0.001102994,0.004897801,0.01723942,0.1935252,0.4419478,0.02755715,0.1140227],"study_design_scores_gemma":[0.00680606,0.001290993,0.05610986,0.01625294,0.0001107543,0.0001475215,0.0005804138,0.000001989421,0.8229506,0.002507865,0.0926588,0.000582217],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5539877,0.06366616,0.007136735,0.01988295,0.06453726,0.2395475,0.0008678361,0.0008537433,0.04952013],"genre_scores_gemma":[0.9730454,0.00006778392,0.0005529834,0.0000218892,0.0000586207,0.02277206,0.00003828629,0.00001122329,0.003431772],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6294254,"threshold_uncertainty_score":0.7146627,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03749276421326812,"score_gpt":0.3110139256615588,"score_spread":0.2735211614482907,"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."}}