{"id":"W2955729399","doi":"10.18502/rmm.v6i3.4611","title":"Use of Protein-Protein Interaction Network for Biomarker Identification in Oocyte Maturation","year":2019,"lang":"en","type":"article","venue":"Research in Molecular Medicine","topic":"Reproductive Biology and Fertility","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Université Laval","keywords":"Biology; Gene expression; Gene; Microarray analysis techniques; Microarray; Oocyte; Gene expression profiling; Genetics; Embryo","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003854923,0.00009207144,0.0002853747,0.0004083985,0.00002351209,0.000005834249,0.00007956508,0.000137535,0.00004818787],"category_scores_gemma":[0.00206626,0.00007311015,0.00004072662,0.0007121828,0.0001895541,0.000131527,0.00003370115,0.0003726939,0.00001244421],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001603228,"about_ca_system_score_gemma":0.00008196595,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002560242,"about_ca_topic_score_gemma":0.00002621481,"domain_scores_codex":[0.997962,0.00049389,0.0004762819,0.0004082833,0.0003716407,0.0002878855],"domain_scores_gemma":[0.9987783,0.0001618741,0.0001023704,0.0004932046,0.0004114766,0.00005281435],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.01109014,0.0001215276,0.008492673,0.0003436278,0.00002042196,0.00001410365,0.00008389888,0.0000301566,0.9735742,0.0004144511,0.0000992019,0.005715586],"study_design_scores_gemma":[0.002049492,0.000845962,0.7724305,0.001514932,0.00001080028,0.000008192722,0.0001464325,0.003255984,0.2146627,0.002982452,0.002005683,0.00008684313],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9895223,0.0005094244,0.002278968,0.003403861,0.000129201,0.003969954,0.000001899096,0.000009455163,0.0001749152],"genre_scores_gemma":[0.998042,0.00002276522,0.0009766287,0.00003843836,0.00009137714,0.000291396,0.00009642929,0.00001279657,0.0004281225],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7639378,"threshold_uncertainty_score":0.2981346,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1406374905675587,"score_gpt":0.4317950029048894,"score_spread":0.2911575123373307,"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."}}