{"id":"W4387683066","doi":"10.1071/rd23120","title":"Looking back at five decades of embryo technology in practice","year":2023,"lang":"en","type":"article","venue":"Reproduction Fertility and Development","topic":"Reproductive Biology and Fertility","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Vétoquinol (Canada)","funders":"","keywords":"Embryo; Embryo transfer; Biology; Cryopreservation; Genetics; Biotechnology; Andrology; Medicine","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":[0.001478655,0.0001256966,0.0003061181,0.0003011687,0.0001012917,0.000003274623,0.00004933838,0.0001743065,0.0000535894],"category_scores_gemma":[0.002038938,0.0001111826,0.00002626817,0.0007060783,0.0002661058,0.0001096345,0.0001550269,0.0002036669,0.0001016327],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001222384,"about_ca_system_score_gemma":0.0001326805,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002206861,"about_ca_topic_score_gemma":0.00001128866,"domain_scores_codex":[0.9982767,0.00008667453,0.0004630172,0.0008009255,0.0001525606,0.0002201859],"domain_scores_gemma":[0.9990314,0.00007045776,0.0001185188,0.0005081433,0.0002200971,0.00005140939],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01369938,0.000680861,0.8519477,0.0005810942,0.0002321012,0.00003811207,0.004427549,0.00002562785,0.0578611,0.0001309852,0.0006423154,0.06973312],"study_design_scores_gemma":[0.0004635938,0.00007101439,0.8710769,0.00004963357,0.00001505103,0.00005717384,0.001058364,0.000009337155,0.112517,0.0003428389,0.01425268,0.00008646164],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.992305,0.001063223,0.00002793877,0.004899473,0.0001754252,0.0004087142,0.000001115073,0.00009136929,0.001027763],"genre_scores_gemma":[0.9952649,0.0001642903,0.002403889,0.00005508657,0.00002812896,0.00003071901,0.00001920195,0.000007345978,0.00202642],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06964666,"threshold_uncertainty_score":0.4533895,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02983743063594258,"score_gpt":0.3083550868141757,"score_spread":0.2785176561782332,"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."}}