{"id":"W1554208618","doi":"10.1002/cncy.21405","title":"Racing into the unknown","year":2014,"lang":"en","type":"article","venue":"Cancer Cytopathology","topic":"Prenatal Screening and Diagnostics","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; MEDLINE; Law","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":[0.0002173739,0.00007490555,0.0001542749,0.00002612641,0.0000868909,0.000006827943,0.0000889071,0.00006675216,0.0000684576],"category_scores_gemma":[0.0005603799,0.00004672144,0.00003931242,0.00008317737,0.0001248235,0.00001952507,0.00005687751,0.0001757063,0.00006985574],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003473185,"about_ca_system_score_gemma":0.00004490216,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001412231,"about_ca_topic_score_gemma":0.00005955789,"domain_scores_codex":[0.9994239,0.00006173401,0.0001050718,0.0001561556,0.00007657896,0.0001766162],"domain_scores_gemma":[0.999392,0.0001960846,0.00003528085,0.0002633988,0.00004368914,0.00006952777],"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":[0.0002539917,0.00007542026,0.3134566,0.000100737,0.00003905743,0.0002214375,0.003425303,0.0002140133,0.01419413,0.02581709,0.011187,0.6310152],"study_design_scores_gemma":[0.002429645,0.0006705513,0.4217756,0.0002445974,0.000248565,0.0005791798,0.0001892347,0.002005994,0.01547792,0.004518465,0.5515389,0.0003214237],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9573656,0.002303206,0.007413823,0.009573266,0.0006601193,0.0001510616,0.000002045794,0.000113908,0.02241698],"genre_scores_gemma":[0.9937277,0.0001057104,0.0007186902,0.00413233,0.0005500499,0.00003637376,0.000005425059,0.00001102285,0.000712689],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6306939,"threshold_uncertainty_score":0.1905245,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0138231346465588,"score_gpt":0.2978581228296098,"score_spread":0.284034988183051,"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."}}