{"id":"W4240199096","doi":"10.3410/f.726749412.793525294","title":"Faculty Opinions recommendation of Intervention improves assisted conception intracytoplasmic sperm injection outcomes for patients with high levels of sperm DNA fragmentation: a retrospective analysis.","year":2016,"lang":"en","type":"dataset","venue":"Faculty Opinions – Post-Publication Peer Review of the Biomedical Literature","topic":"Reproductive Biology and Fertility","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Mount Sinai Hospital","funders":"","keywords":"Intracytoplasmic sperm injection; DNA fragmentation; Sperm; Fragmentation (computing); Andrology; Sperm Retrieval; Medicine; Biology; In vitro fertilisation; Genetics; Pregnancy; Apoptosis","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":[0.002110707,0.0007291554,0.001159217,0.00149057,0.0004594592,0.001237527,0.002135999,0.001183525,0.03110087],"category_scores_gemma":[0.02659907,0.0003980235,0.002544972,0.002936771,0.0002262371,0.001072003,0.001328359,0.001196226,0.007512466],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001264274,"about_ca_system_score_gemma":0.003113557,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01917654,"about_ca_topic_score_gemma":0.0438519,"domain_scores_codex":[0.9977864,0.0004810798,0.0006299759,0.0005549657,0.0003778225,0.000169791],"domain_scores_gemma":[0.9904411,0.002726712,0.003513917,0.0009767039,0.001778782,0.0005628256],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.004902468,0.0001514631,0.1400473,0.008208146,0.003113769,0.00009633523,0.00007557661,0.0006937,0.0002554196,0.0007087291,0.8128737,0.02887352],"study_design_scores_gemma":[0.009696541,0.0003885763,0.5973191,0.008891518,0.005337507,0.0007046264,0.0002782639,0.002096987,0.001194088,0.002648825,0.3712368,0.000207038],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.004346365,0.0007595579,0.0001642174,0.0004033253,0.00005170688,0.00008910578,0.992573,0.00005991991,0.001552846],"genre_scores_gemma":[0.02741136,0.0008241321,0.001205764,0.0006411874,0.00008030752,0.0008344871,0.9664204,0.00006524711,0.002517138],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.03110087,"threshold_uncertainty_score":0.1040428,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02703913416175193,"score_gpt":0.3577915648704958,"score_spread":0.3307524307087439,"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."}}