{"id":"W6968706932","doi":"10.5281/zenodo.3633740","title":"humus.io 1.01 poster","year":2017,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Scientific Computing and Data Management","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Humber Polytechnic","funders":"","keywords":"Accountability; Scarcity; Human resources; Firewall (physics); Information technology; Digital Revolution","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":["sts","scholarly_communication","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.005095006,0.0001109713,0.0001422448,0.0002981913,0.00726524,0.01076423,0.005352029,0.00003641109,0.02420712],"category_scores_gemma":[0.007577093,0.00009462299,0.00006792916,0.0003646005,0.0002732794,0.0006615739,0.006072609,0.0001596119,0.05742548],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005214449,"about_ca_system_score_gemma":0.000002633803,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002136312,"about_ca_topic_score_gemma":8.07707e-7,"domain_scores_codex":[0.9970277,0.0002934643,0.0003531469,0.000776111,0.001194401,0.0003551678],"domain_scores_gemma":[0.9960848,0.0000725399,0.0002527272,0.002770681,0.0006335138,0.0001857028],"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":[0.00001511293,0.00004215698,0.00002077141,0.000003520748,0.000008982856,0.00001079327,0.0003378552,0.00001359955,0.0002385739,0.002667438,0.6817899,0.3148513],"study_design_scores_gemma":[0.0002656787,0.00005999765,0.008242117,0.00001103674,0.000004876154,0.00002445111,0.0002571464,0.0006687868,0.0001070954,0.001698573,0.9885404,0.0001198182],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.04660463,0.00002840461,0.01121343,0.006274011,0.001128943,0.0003779366,0.0001948748,0.0006822497,0.9334955],"genre_scores_gemma":[0.9805098,0.000006874024,0.0002982587,0.0002970598,0.0002059355,1.063979e-8,0.0002440771,0.0003976326,0.01804037],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9339052,"threshold_uncertainty_score":0.994549,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2134533105211506,"score_gpt":0.3703238573691348,"score_spread":0.1568705468479841,"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."}}