{"id":"W4403624991","doi":"10.1021/acsnano.4c05634","title":"Hydrogel Strategies for Female Reproduction Dysfunction","year":2024,"lang":"en","type":"review","venue":"ACS Nano","topic":"Gynecological conditions and treatments","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"National Institute for Nanotechnology","funders":"National Key Research and Development Program of China; Guangzhou Science and Technology Program key projects; Chinese Academy of Sciences; National Natural Science Foundation of China","keywords":"Infertility; Reproductive system; Female infertility; Female reproductive system; Assisted reproductive technology; Reproductive medicine; Reproductive technology; Medicine; Reproductive physiology; Bioinformatics; Physiology; Biology; Internal medicine; Pregnancy","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":[0.0001131768,0.000243425,0.0007580534,0.000141903,0.00008628687,0.00004513137,0.00004508117,0.0002615041,0.0001138942],"category_scores_gemma":[0.0000838778,0.0001519593,0.0003983944,0.0002469601,0.0000304431,0.00006870455,0.00002400398,0.0001671676,0.0006234759],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001497668,"about_ca_system_score_gemma":0.0002508863,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005423769,"about_ca_topic_score_gemma":0.000002314113,"domain_scores_codex":[0.9988884,0.00001728629,0.0003033342,0.0005197129,0.0001013119,0.0001699354],"domain_scores_gemma":[0.9993446,0.00006084373,0.0001033818,0.0003755474,0.00006402233,0.00005161836],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000006966616,0.0002157168,0.00000513704,0.01979747,0.0007057521,0.00005133577,0.00001382945,2.506484e-7,0.000005202477,0.003474425,0.006323747,0.9694002],"study_design_scores_gemma":[0.0002462605,0.00046807,0.00000839211,0.002725432,0.00522106,0.00007520706,0.00002565588,8.17305e-7,0.000007222236,0.001817185,0.9892769,0.0001277585],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000501037,0.9947208,0.00002918088,0.0000543696,0.0008138096,0.001487399,0.00007864994,0.0001487242,0.002166061],"genre_scores_gemma":[0.001466155,0.9816349,0.0001875572,0.00002280084,0.0002759125,0.0009170994,0.001278767,0.00004240054,0.01417443],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9829532,"threshold_uncertainty_score":0.801373,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09551959409898994,"score_gpt":0.3786207460697146,"score_spread":0.2831011519707247,"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."}}