{"id":"W2154167618","doi":"10.1093/humrep/den111","title":"Metabolomic profiling by near-infrared spectroscopy as a tool to assess embryo viability: a novel, non-invasive method for embryo selection","year":2008,"lang":"en","type":"article","venue":"Human Reproduction","topic":"Reproductive Biology and Fertility","field":"Medicine","cited_by":166,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"Vrije Universiteit Amsterdam","keywords":"Embryo; Profiling (computer programming); Metabolomics; Selection (genetic algorithm); Biology; Computational biology; Bioinformatics; Computer science; Cell biology; Machine learning","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":[0.0006677805,0.0005272283,0.0004149501,0.0009046316,0.0001972792,0.0006519392,0.0003070626,0.0005280952,0.0006354422],"category_scores_gemma":[0.0007746436,0.0001643308,0.0003470812,0.0004296223,0.000285334,0.0003601412,0.0003553958,0.0005067994,0.0002876837],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001892576,"about_ca_system_score_gemma":0.0002222853,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002481116,"about_ca_topic_score_gemma":0.0005757172,"domain_scores_codex":[0.9995719,0.0001126103,0.0000215797,0.0001016882,0.0001707415,0.00002150892],"domain_scores_gemma":[0.9996129,0.0001261025,0.0001453506,0.00002451026,0.00006506291,0.00002605567],"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":[0.0005269566,0.0001655117,0.07049831,0.0003457974,0.0001553866,0.000387015,0.0001143961,0.0006866062,0.8255766,0.0002223752,0.0004007143,0.1009203],"study_design_scores_gemma":[0.00006552228,0.002363615,0.3478621,0.000129868,0.0005430928,0.005836983,0.0003138447,0.02263077,0.6133323,0.0009308181,0.005863311,0.0001278923],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.883314,0.01586521,0.09526961,0.0005984404,0.0001689833,0.000195581,0.0008540524,0.000252733,0.003481248],"genre_scores_gemma":[0.9297884,0.0058106,0.06099973,0.0003124612,0.0001197708,0.0001836024,0.0004220793,0.00003077057,0.002332607],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0009046316,"threshold_uncertainty_score":0.003531575,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04889654115972416,"score_gpt":0.349099186848596,"score_spread":0.3002026456888719,"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."}}