{"id":"W7066291009","doi":"","title":"Generalist Field Work I & II","year":2020,"lang":"en","type":"article","venue":"CSUSB ScholarWorks (California State University, San Bernardino)","topic":"Prenatal Screening and Diagnostics","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Generalist and specialist species; Work (physics); Field (mathematics); Syllabus; Process (computing); Quarter (Canadian coin); Formality","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001896792,0.0003508137,0.0004957491,0.0001486016,0.0005707993,0.0001035757,0.0004670893,0.0002642367,0.0008648211],"category_scores_gemma":[0.0006929744,0.0003646806,0.0003048551,0.0008270054,0.0001592326,0.0002688159,0.0007405014,0.001141289,0.0009458348],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001597522,"about_ca_system_score_gemma":0.0001114502,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001581358,"about_ca_topic_score_gemma":0.00003065915,"domain_scores_codex":[0.9978526,0.0001107172,0.000296473,0.000618449,0.0005120807,0.0006097029],"domain_scores_gemma":[0.9978849,0.0002201799,0.0001382918,0.000515403,0.0001910012,0.001050198],"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":[0.004125178,0.000393048,0.394143,0.0001598123,0.0005978425,0.002150011,0.00126887,0.001549082,0.001022349,0.0006552322,0.5681847,0.02575084],"study_design_scores_gemma":[0.004068074,0.0005582195,0.0201607,0.0003606032,0.0004426916,0.00006993969,0.0003234004,0.0003865429,0.001026648,0.0001604883,0.9716626,0.000780063],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9339152,0.000681147,0.02222691,0.02005776,0.0003606534,0.0005285979,0.0005194681,0.0006580622,0.02105218],"genre_scores_gemma":[0.9792902,0.0003657803,0.007033634,0.006847163,0.000516822,0.00000123605,0.0003444135,0.00006189803,0.005538892],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4034779,"threshold_uncertainty_score":0.9998805,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02571224104015299,"score_gpt":0.2341387236745084,"score_spread":0.2084264826343554,"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."}}