{"id":"W2753306401","doi":"10.12688/f1000research.11701.1","title":"Recent advances in in vitro fertilization","year":2017,"lang":"en","type":"preprint","venue":"F1000Research","topic":"Reproductive System and Pregnancy","field":"Immunology and Microbiology","cited_by":28,"is_retracted":false,"has_abstract":true,"ca_institutions":"CReATe Fertility Centre; Sinai Health System; Lunenfeld-Tanenbaum Research Institute; University of Toronto","funders":"","keywords":"In vitro fertilisation; Open peer review; Oocyte; Medicine; Biology; Human fertilization; Reproductive technology; Plant biology; Physiology; Cell biology; Cryopreservation; Embryo; Anatomy","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":[0.00141714,0.0002192679,0.0004736912,0.0004983771,0.0001122157,0.0000500959,0.0008199779,0.0005666372,0.0004592966],"category_scores_gemma":[0.0008260095,0.0002029685,0.00006367662,0.0001525227,0.0002182117,0.0001650405,0.0008776584,0.001313301,0.0005449145],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001998317,"about_ca_system_score_gemma":0.0003032197,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003031496,"about_ca_topic_score_gemma":0.0004027451,"domain_scores_codex":[0.9971271,0.0009674083,0.0004327476,0.0008285483,0.0001024949,0.0005416838],"domain_scores_gemma":[0.9983529,0.000113839,0.0001620593,0.001165025,0.0001850129,0.00002116659],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001403838,0.000504354,0.1011978,0.001061792,0.00008182703,0.000112869,0.001864954,0.0003513072,0.1705959,0.0003866712,0.002349855,0.7200888],"study_design_scores_gemma":[0.002760277,0.0001243899,0.2628076,0.002417492,0.00001211463,0.00002504404,0.0002936848,0.00002736286,0.1951139,0.01302727,0.5226029,0.0007880529],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.1074714,0.8419876,0.00006516073,0.001427131,0.003626369,0.002364448,0.0001026368,0.00007580209,0.04287945],"genre_scores_gemma":[0.9366141,0.05474684,0.00002877881,0.0000120814,0.00008983519,0.0003988873,0.0005132259,0.00003325161,0.007563],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8291427,"threshold_uncertainty_score":0.8276815,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06162559111932491,"score_gpt":0.3733076298848888,"score_spread":0.3116820387655639,"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."}}