{"id":"W3137125759","doi":"10.1101/2021.03.22.432784","title":"The lifetime cost of reproductive potential – who spends the most?","year":2021,"lang":"en","type":"preprint","venue":"bioRxiv (Cold Spring Harbor Laboratory)","topic":"Sperm and Testicular Function","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Canada Research Chairs; CReATe Fertility Centre; Lunenfeld-Tanenbaum Research Institute; Mount Sinai Hospital","funders":"Weizmann Institute of Science","keywords":"Gamete; Fertility; Demography; Biology; Andrology; Medicine; Population; Sperm","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":[0.0009179784,0.000205782,0.0004871222,0.0002916638,0.0002618426,0.001108177,0.0005514895,0.0004734369,0.007133097],"category_scores_gemma":[0.004306862,0.0001999974,0.0003926563,0.0003862662,0.0004528508,0.001224786,0.0003844308,0.000377186,0.0006116716],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000671497,"about_ca_system_score_gemma":0.0004207685,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003391407,"about_ca_topic_score_gemma":0.003645102,"domain_scores_codex":[0.9996625,0.000143595,0.00001695575,0.00008115695,0.00004844222,0.0000474322],"domain_scores_gemma":[0.998882,0.00043333,0.000335629,0.0001191717,0.00009065653,0.0001392044],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009509634,0.0001703494,0.7229111,0.0004897754,0.0009062043,0.0007638633,0.0007004158,0.01697413,0.006910331,0.03848039,0.005682711,0.2050598],"study_design_scores_gemma":[0.00004953092,0.001133766,0.8568066,0.0004478607,0.0004824133,0.003846414,0.004102277,0.03309652,0.002583347,0.06527646,0.03205834,0.0001163964],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9586934,0.008550854,0.009392726,0.003986782,0.0001005068,0.0000393576,0.001904219,0.00003785081,0.01729427],"genre_scores_gemma":[0.9955696,0.0009760103,0.001427057,0.0002294171,0.0000424055,0.00002280249,0.0002523656,0.00001350387,0.001466802],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007133097,"threshold_uncertainty_score":0.0238626,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01184226900564722,"score_gpt":0.225984676266067,"score_spread":0.2141424072604198,"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."}}