{"id":"W6950259012","doi":"10.5281/zenodo.5090617","title":"Health Dataset","year":2021,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Machine Learning in Healthcare","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Nucleofection; Gestational period; TSG101; Dysgeusia; Liquation; Diafiltration; Emperipolesis; Triacetin; Durvalumab","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":["sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0008423769,0.0001024052,0.0001374228,0.0001213073,0.002149854,0.0009998687,0.001733136,0.0000366839,0.003966066],"category_scores_gemma":[0.0007359031,0.0001142898,0.0000297822,0.0007618369,0.0000501971,0.0003360722,0.002586891,0.000346928,0.007265384],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001368243,"about_ca_system_score_gemma":0.00001999093,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005036983,"about_ca_topic_score_gemma":0.000001043458,"domain_scores_codex":[0.9976522,0.0007983419,0.0002346546,0.0005271979,0.0003825257,0.0004051221],"domain_scores_gemma":[0.998162,0.00003122518,0.00009931088,0.001042041,0.0004028951,0.0002625384],"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":[0.000004309737,0.00007386912,0.00001008775,0.00009129813,0.00001194624,0.0000509528,0.0008463673,0.00006482821,0.0001578589,0.04522058,0.5916681,0.3617998],"study_design_scores_gemma":[0.0001794348,0.0001059853,0.0008481819,0.00002039865,0.000001056475,0.00031265,0.00005081237,0.002699659,0.00007459461,0.0003174913,0.9952797,0.0001100387],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.003217009,0.001601243,0.6689488,0.1425589,0.001098601,0.001134853,0.003116107,0.006848872,0.1714757],"genre_scores_gemma":[0.8156957,0.0007670447,0.07757691,0.02123423,0.001067284,1.391916e-7,0.07360076,0.004965352,0.005092571],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8124787,"threshold_uncertainty_score":0.9991492,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04937603593402267,"score_gpt":0.3066664109641334,"score_spread":0.2572903750301108,"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."}}