{"id":"W4401799107","doi":"10.1117/12.3018791","title":"Twinkle: programme updates","year":2024,"lang":"en","type":"article","venue":"","topic":"Assisted Reproductive Technology and Twin Pregnancy","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Science and Technology Facilities Council","keywords":"Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0000855434,0.00007091375,0.00009920811,0.00008296869,0.00002715077,0.00001263305,0.00004028335,0.00009558714,0.0007196699],"category_scores_gemma":[0.00005639461,0.00004662523,0.00005394189,0.0002510985,0.0001014036,0.00004869041,0.00002995148,0.0002106778,0.0006846662],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001842843,"about_ca_system_score_gemma":0.00003828924,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002940936,"about_ca_topic_score_gemma":7.797307e-7,"domain_scores_codex":[0.9994132,0.00000578052,0.00008631311,0.0002612693,0.00006952722,0.0001639182],"domain_scores_gemma":[0.9996576,0.00001469734,0.00000607905,0.0002510483,0.00002862663,0.00004190009],"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":[0.00003219472,0.0002289268,0.0253003,0.0003160248,0.0003463389,0.0007596669,0.0001474666,7.729355e-8,0.003917275,0.1697596,0.0297391,0.769453],"study_design_scores_gemma":[0.0006407363,0.0005250721,0.02681386,0.000647151,0.0002989748,0.001680263,0.0003110681,0.0002184851,0.07210193,0.02722511,0.8692448,0.0002926227],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2629803,0.04151074,0.004862654,0.06601866,0.001742649,0.001279572,0.000003809097,0.009880578,0.611721],"genre_scores_gemma":[0.9654996,0.00004565558,0.003804232,0.0001942766,0.0001300162,0.00002885257,0.000009195696,0.00001364925,0.03027451],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8395056,"threshold_uncertainty_score":0.8800226,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02103205385979817,"score_gpt":0.2963679741993842,"score_spread":0.275335920339586,"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."}}