{"id":"W7011338408","doi":"","title":"McMaster University’s Institutional Response to New Digital Research Infrastructure Organization (NDRIO): Call for White Papers on Canada’s Future DRI Ecosystem","year":2020,"lang":"en","type":"other","venue":"MacSphere (McMaster University)","topic":"Biomedical and Chemical Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"White paper; White (mutation); Digital ecosystem; Ecosystem; Digital government","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":[0.0001119307,0.0004224278,0.0005307203,0.0005273003,0.0002149002,0.0000782398,0.0006445579,0.0007409542,0.1179338],"category_scores_gemma":[0.0002702722,0.00040443,0.0001326667,0.001821855,0.0001531977,0.00009244983,0.0004356837,0.0009966689,0.0001805708],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001951103,"about_ca_system_score_gemma":0.004787979,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005762817,"about_ca_topic_score_gemma":0.06524858,"domain_scores_codex":[0.9968123,0.0001424205,0.0002024357,0.0008879823,0.001273988,0.0006808887],"domain_scores_gemma":[0.9976661,0.0001509037,0.00009206433,0.000346366,0.0002862223,0.001458393],"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":[0.00572033,0.00005472835,0.0002682682,0.0003837182,0.0002199247,0.0007023763,0.0001816183,0.00001064298,0.000569996,0.0003328556,0.9211161,0.07043948],"study_design_scores_gemma":[0.002690759,0.0004666065,0.0004536951,0.0005855272,0.0000725432,0.00001968722,0.001145495,0.00001496087,0.00007715925,0.000004091401,0.9940939,0.0003755867],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0003811334,0.00003943361,0.0006575701,0.02215226,0.0003732622,0.001428785,0.001555373,0.000184624,0.9732276],"genre_scores_gemma":[0.00194545,0.00002537186,0.0005207047,0.0009193333,0.001155952,6.509429e-7,0.0004980494,0.000201082,0.9947334],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1177532,"threshold_uncertainty_score":0.9998407,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0129944381065789,"score_gpt":0.2260612264065081,"score_spread":0.2130667882999291,"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."}}