{"id":"W4394299908","doi":"10.6084/m9.figshare.13513707","title":"Dataset TB","year":2021,"lang":"en","type":"dataset","venue":"Figshare","topic":"Machine Learning in Healthcare","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Social Sciences and Humanities Research Council","keywords":"Computer science","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":["insufficient_payload"],"category_scores_codex":[0.00007946357,0.0003182538,0.0003334965,0.0001294956,0.0001398829,0.0004205384,0.003519373,0.0003566901,0.2910907],"category_scores_gemma":[0.002388425,0.0003236463,0.00008855465,0.0004137571,0.000003546983,0.0002258281,0.002502791,0.001147504,0.02664942],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006625774,"about_ca_system_score_gemma":0.0005150756,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001651438,"about_ca_topic_score_gemma":0.0001192238,"domain_scores_codex":[0.9976819,0.000211889,0.000290491,0.0008718342,0.0005183798,0.0004255653],"domain_scores_gemma":[0.9960021,0.000277,0.0002412658,0.003138379,0.0001398361,0.0002014152],"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":[2.855598e-7,0.00001456074,3.076634e-7,0.0007597364,0.000009479599,0.0003962238,0.000004373831,0.000006124685,5.098339e-8,0.000002695935,0.997699,0.00110718],"study_design_scores_gemma":[0.00005606852,0.00002161823,0.00001904421,0.00155691,0.000004032463,0.00003907081,8.576226e-7,0.0003699908,0.000003291243,0.000008672258,0.9975885,0.0003319413],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[6.841672e-9,0.0007418316,0.000007993226,0.0004923788,0.0004043232,0.0001645731,0.9980079,0.0001074124,0.00007357135],"genre_scores_gemma":[8.569612e-8,0.00001079964,0.0006923759,0.002595367,0.0004669489,0.0001452908,0.995976,0.00001644456,0.00009667922],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.2644413,"threshold_uncertainty_score":0.9999216,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05754993049808724,"score_gpt":0.337206837633607,"score_spread":0.2796569071355197,"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."}}