{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001374595,0.001122706,0.001352915,0.002887241,0.0007812466,0.0022195,0.002367782,0.002561976,0.2224635],"category_scores_gemma":[0.01476293,0.0004673434,0.00148725,0.005398406,0.0002452532,0.001372085,0.001657503,0.001818652,0.1810221],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001566207,"about_ca_system_score_gemma":0.002876883,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02607942,"about_ca_topic_score_gemma":0.04229525,"domain_scores_codex":[0.9985653,0.0003595659,0.0002255675,0.0004350729,0.0002590446,0.0001555817],"domain_scores_gemma":[0.9954212,0.001959728,0.0003357791,0.0006191232,0.001363816,0.0003002694],"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":[0.0001385698,0.00002185321,0.001198314,0.001242204,0.00005737302,0.00002847132,0.00001888842,0.0002033532,0.00005499076,0.0005843585,0.9870324,0.009419177],"study_design_scores_gemma":[0.000285491,0.00004028875,0.004151866,0.0007597232,0.00009445927,0.0001005426,0.00008129148,0.0004337811,0.0001546269,0.002629877,0.9912361,0.00003199491],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.0001211869,0.0003210343,0.0002350366,0.0004387112,0.00006144114,0.00004309103,0.9946024,0.0003779661,0.003799131],"genre_scores_gemma":[0.001297226,0.0004983962,0.0008931961,0.0008837208,0.00007811775,0.0003968509,0.9914891,0.0001559916,0.00430741],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.2224635,"threshold_uncertainty_score":0.7442144,"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."}}