{"id":"W2563908609","doi":"10.23736/s0031-0808.16.03259-6","title":"A design thinking approach to primary ovarian insufficiency","year":2017,"lang":"en","type":"article","venue":"Panminerva Medica","topic":"Genetics and Neurodevelopmental Disorders","field":"Biochemistry, Genetics and Molecular Biology","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"PricewaterhouseCoopers (Canada)","funders":"Eunice Kennedy Shriver National Institute of Child Health and Human Development","keywords":"Medicine; Hypergonadotropic hypogonadism; Premature ovarian insufficiency; Primary Adrenal Insufficiency; Infertility; Disease; Anxiety; Premature ovarian failure; Pediatrics; Intensive care medicine; Depression (economics); Bioinformatics; Gynecology; Psychiatry; Internal medicine; Pregnancy; Hormone","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":[0.0003164908,0.0001545842,0.0001320736,0.00003647518,0.0003631766,0.00007668814,0.0007404653,0.0001005247,0.00001123234],"category_scores_gemma":[0.0002118347,0.0001397562,0.0000454002,0.00004421175,0.00008880057,0.000003371568,0.0004112301,0.00008383405,0.00002329648],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000009605726,"about_ca_system_score_gemma":0.0001301227,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001898949,"about_ca_topic_score_gemma":0.000003661277,"domain_scores_codex":[0.9988097,0.00003762318,0.0001662978,0.0004217822,0.000266866,0.000297724],"domain_scores_gemma":[0.9990624,0.000006520178,0.0000821188,0.0006363615,0.00003567972,0.0001769555],"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":[0.0001069605,0.0006841011,0.002184692,0.00005830012,0.00007133462,0.00001258324,0.0008663701,0.000141501,0.937596,0.0002323677,0.02640437,0.03164146],"study_design_scores_gemma":[0.003761291,0.001979358,0.5342358,0.0001129997,0.00008989133,0.00007706798,0.0004334117,0.001431093,0.08537582,0.0008225829,0.3697166,0.00196407],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6204484,0.0006481429,0.2176027,0.002827746,0.001062045,0.001011142,0.00001219667,0.00005564441,0.1563319],"genre_scores_gemma":[0.9612474,0.0001185615,0.03558083,0.001915126,0.00008476004,0.00005166272,0.00005044893,0.00002734897,0.0009238705],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8522201,"threshold_uncertainty_score":0.5699093,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02500843157130331,"score_gpt":0.2460016827333133,"score_spread":0.22099325116201,"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."}}