{"id":"W4381619999","doi":"10.1093/humrep/dead093.457","title":"P-093 Single sperm morphokinetic variables during ICSI at the time of sperm aspiration into the microneedle","year":2023,"lang":"en","type":"article","venue":"Human Reproduction","topic":"Reproductive Biology and Fertility","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Research & Development Corporation","funders":"","keywords":"Sperm; Sperm motility; Motility; Andrology; Sperm Retrieval; Biology; Selection (genetic algorithm); Male infertility; Computer science; Artificial intelligence; Medicine; Infertility; 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":[],"consensus_categories":[],"category_scores_codex":[0.001058075,0.0001338295,0.0002050854,0.00007816033,0.0004531163,0.00001178386,0.0001109588,0.00008927897,0.0003323344],"category_scores_gemma":[0.0003870178,0.00008090036,0.00008520961,0.0003058148,0.0004114344,0.00006161197,0.0001107531,0.0001806373,0.000237537],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001218385,"about_ca_system_score_gemma":0.00002183149,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009794295,"about_ca_topic_score_gemma":0.00002388716,"domain_scores_codex":[0.9985678,0.0001143117,0.0003285031,0.0006210498,0.0001826352,0.0001857021],"domain_scores_gemma":[0.9983741,0.00003503116,0.0001533106,0.001248635,0.0001626081,0.00002630499],"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":[0.000384769,0.0001062922,0.005214533,0.00006478102,0.0000526084,0.00000279894,0.002288638,0.00007939836,0.9896245,0.00004335395,0.0009169042,0.001221439],"study_design_scores_gemma":[0.0002471866,0.0001817678,0.4372655,0.00002242809,0.00006712793,0.00007131042,0.0002085717,0.00002106843,0.5586243,0.000656098,0.002565229,0.00006941978],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9944658,0.000583627,0.000007087423,0.002747897,0.0003566433,0.0005475565,0.000001970289,0.0001061786,0.001183285],"genre_scores_gemma":[0.979102,0.00002637863,0.00003041986,0.00004387081,0.0009981934,0.00002508032,0.00007967283,0.00001856394,0.01967588],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4320509,"threshold_uncertainty_score":0.3638829,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02969724969550251,"score_gpt":0.2672556292410194,"score_spread":0.2375583795455168,"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."}}