{"id":"W2976668265","doi":"10.1016/j.fertnstert.2019.07.538","title":"Assisted hatching: is it all it’s cracked up to be?","year":2019,"lang":"en","type":"article","venue":"Fertility and Sterility","topic":"Assisted Reproductive Technology and Twin Pregnancy","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Lunenfeld-Tanenbaum Research Institute; Mount Sinai Hospital; University of Toronto","funders":"","keywords":"Embryo transfer; Pregnancy; Zona pellucida; Blastocyst; Blastocyst Transfer; Medicine; Gynecology; Obstetrics; Retrospective cohort study; Embryo; Live birth; Pregnancy rate; Andrology; Biology; Surgery; Embryogenesis; Oocyte; Genetics","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005712817,0.0002397853,0.0005364458,0.00007738546,0.0001173764,0.00002252243,0.0001505943,0.0003092919,0.001146796],"category_scores_gemma":[0.0003191211,0.0002030192,0.0001241593,0.0001859854,0.0002012741,0.0001404813,0.0002223634,0.0004338802,0.0002122098],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007040594,"about_ca_system_score_gemma":0.00006522254,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006910061,"about_ca_topic_score_gemma":0.00006802514,"domain_scores_codex":[0.9979717,0.0001104672,0.000403024,0.0009183749,0.0002396926,0.0003567271],"domain_scores_gemma":[0.9982727,0.0000655648,0.00007501115,0.001226189,0.0001442439,0.0002162475],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.06308871,0.001836521,0.7850695,0.002010905,0.0009671842,0.00009076318,0.02100888,5.366814e-7,0.0289143,0.0001567417,0.02590859,0.07094742],"study_design_scores_gemma":[0.0009079361,0.0003195213,0.9539405,0.000114588,0.00007902953,0.00002651179,0.0007477344,0.0000336675,0.003459473,0.000533419,0.03965003,0.0001876414],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9434546,0.0002000131,0.0001570521,0.0480313,0.0004509778,0.0007953517,0.0000343405,0.0001568219,0.006719543],"genre_scores_gemma":[0.9786772,0.00000956023,0.000338857,0.009340034,0.00002585948,0.00002782443,0.0000253644,0.00001385695,0.01154142],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.168871,"threshold_uncertainty_score":0.9997663,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07860520880517408,"score_gpt":0.3342504808573951,"score_spread":0.255645272052221,"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."}}