{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006603217,0.0005611901,0.001116358,0.001021974,0.002137593,0.003980904,0.001313934,0.007028422,0.01388251],"category_scores_gemma":[0.03250743,0.000404051,0.0009686813,0.0009212575,0.006950319,0.007338605,0.002364005,0.01057735,0.002445723],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002016776,"about_ca_system_score_gemma":0.005083343,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00785129,"about_ca_topic_score_gemma":0.01453035,"domain_scores_codex":[0.9957989,0.001920197,0.0003681855,0.000301647,0.001172893,0.0004382095],"domain_scores_gemma":[0.9853266,0.007519195,0.001440675,0.0007563659,0.003447108,0.001509999],"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":[0.0004973724,0.0001541521,0.0128657,0.001649184,0.0002971707,0.001397222,0.001845561,0.0001627305,0.0007634793,0.03060174,0.3069199,0.6428458],"study_design_scores_gemma":[0.0001827435,0.0005179996,0.02410844,0.01378927,0.000489194,0.008313614,0.01056752,0.0003074936,0.0007065355,0.08477899,0.8559479,0.0002901118],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.004871106,0.3590418,0.001576576,0.6003996,0.01987842,0.00001905326,0.0001163716,0.00006913667,0.01402803],"genre_scores_gemma":[0.129784,0.4691718,0.004824606,0.3221743,0.05363769,0.00009094879,0.0003504368,0.0001403799,0.01982578],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.01388251,"threshold_uncertainty_score":0.04644167,"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."}}