{"id":"W2901010461","doi":"10.1089/gen.38.20.14","title":"The Role of Automation in Biobanking Financial Sustainability","year":2018,"lang":"en","type":"article","venue":"Genetic Engineering & Biotechnology News","topic":"FinTech, Crowdfunding, Digital Finance","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Hamilton Health Sciences","funders":"","keywords":"Biobank; Sustainability; Automation; Download; Management; Library science; Engineering; Business; Biology; Economics; World Wide Web; Computer science; Bioinformatics; Mechanical engineering; Ecology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002082602,0.0001524472,0.0001661816,0.0003659427,0.00009039131,0.00006109048,0.0003907883,0.0002362,0.000006561709],"category_scores_gemma":[0.0009502195,0.0001376107,0.00004389032,0.0009769193,0.00022356,0.0001850663,0.0002355813,0.0001880003,0.00003061976],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008541978,"about_ca_system_score_gemma":0.00003553008,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003120563,"about_ca_topic_score_gemma":0.0003254421,"domain_scores_codex":[0.9989192,0.000003149151,0.000342007,0.0002529579,0.0001051517,0.000377476],"domain_scores_gemma":[0.9993549,0.00002926401,0.0001468448,0.0003547653,0.0001093872,0.000004812455],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.00004562876,0.00009420761,0.06643104,0.0002644192,0.00001751686,0.00001395808,0.00008500227,0.001776402,0.05731766,0.3164046,0.0003628648,0.5571867],"study_design_scores_gemma":[0.0007861388,0.000138045,0.3502619,0.0002250861,0.00002864809,0.00001533687,0.0003463955,0.1238771,0.1042396,0.1019499,0.3173144,0.0008174127],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9882956,0.0004270315,0.008730189,0.000861352,0.0003069933,0.0002819528,8.909537e-7,0.0003227385,0.0007732462],"genre_scores_gemma":[0.9985316,0.00001715297,0.001143574,0.0000413957,0.0002020038,0.00002506675,0.000001518713,0.00001925414,0.00001847345],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5563692,"threshold_uncertainty_score":0.5611603,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.002867001516386887,"score_gpt":0.1814267241402578,"score_spread":0.1785597226238709,"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."}}