{"id":"W2064701414","doi":"10.3109/19396368.2014.987855","title":"Vitrification of a small number of spermatozoa in normozoospermic and severely oligozoospermic samples","year":2014,"lang":"en","type":"article","venue":"Systems Biology in Reproductive Medicine","topic":"Sperm and Testicular Function","field":"Medicine","cited_by":27,"is_retracted":false,"has_abstract":true,"ca_institutions":"Women's College Hospital; University of Toronto; CReATe Fertility Centre","funders":"","keywords":"Vitrification; Cryopreservation; Andrology; Cryoprotectant; Sperm; Biology; Semen; Sperm motility; Embryo; Medicine; 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":[0.0006122281,0.0001692732,0.0003304406,0.000472964,0.0002670473,0.0002878208,0.0001907759,0.0002180436,0.0007792747],"category_scores_gemma":[0.0009353074,0.0001014289,0.00012351,0.0003293693,0.0003116534,0.000163374,0.0002694486,0.0002037772,0.0001383526],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001857025,"about_ca_system_score_gemma":0.0002069195,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009423739,"about_ca_topic_score_gemma":0.001534292,"domain_scores_codex":[0.9996679,0.0001105614,0.00003884075,0.00007886934,0.00007254519,0.00003130126],"domain_scores_gemma":[0.9998155,0.00005484652,0.00004418581,0.00002262428,0.00002881415,0.0000339493],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.002132109,0.00008441699,0.1645152,0.0001639719,0.00006075239,0.0004525445,0.000391004,0.000322605,0.8013507,0.0001153894,0.00007354938,0.03033783],"study_design_scores_gemma":[0.00004456208,0.003036401,0.7558509,0.00002778732,0.0001399577,0.003288229,0.0003828917,0.001353884,0.2344283,0.0001388554,0.001295513,0.0000128062],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.998087,0.0006861335,0.0009754383,0.0000130616,0.000002590838,0.00001680578,0.00003769146,0.000006880221,0.0001743592],"genre_scores_gemma":[0.9982885,0.0002216606,0.001127646,0.00001130299,0.000003521308,0.000009974769,0.000120448,0.000005035567,0.0002118611],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0009423739,"threshold_uncertainty_score":0.003237844,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03061548380127808,"score_gpt":0.2924714241639103,"score_spread":0.2618559403626322,"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."}}