{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01069901,0.000670747,0.0005051905,0.003134754,0.001078648,0.00287396,0.002029141,0.002040702,0.1118774],"category_scores_gemma":[0.03540301,0.000447237,0.0005554429,0.002970852,0.0005210773,0.002396026,0.004346427,0.002913286,0.03622059],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002090642,"about_ca_system_score_gemma":0.01242902,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005264302,"about_ca_topic_score_gemma":0.006193011,"domain_scores_codex":[0.9960819,0.0009542702,0.0002486605,0.0004022368,0.001619123,0.0006937843],"domain_scores_gemma":[0.9733888,0.00350191,0.001187531,0.002366277,0.01137311,0.008182338],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002326374,0.00008896312,0.001370263,0.0005309488,0.0000123927,0.00008256205,0.0001731631,0.0001536991,0.0003694475,0.002538553,0.8098371,0.1846102],"study_design_scores_gemma":[0.00001263245,0.00004134879,0.001668148,0.0001585398,0.000003793523,0.00007391789,0.0000296211,0.00003263736,0.0001093853,0.000345488,0.9975201,0.000004341388],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01165942,0.02441749,0.01660779,0.1893399,0.1354704,0.004870023,0.06683357,0.01022442,0.540577],"genre_scores_gemma":[0.05258483,0.03051561,0.03387447,0.04111921,0.0408101,0.007389676,0.1113578,0.00705266,0.6752957],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1118774,"threshold_uncertainty_score":0.3742672,"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."}}