{"id":"W6892998126","doi":"10.5281/zenodo.13736359","title":"VITALISE D2.6 Standard Version 5","year":2023,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Innovative Approaches in Technology and Social Development","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"European Commission","keywords":"Harmonization; Deliverable; Delphi; Standardization; Process (computing); Work (physics); Delphi method","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","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0008598262,0.00009608684,0.00009780402,0.0003915768,0.002347629,0.0004727243,0.0005921334,0.00007503183,0.005086068],"category_scores_gemma":[0.000467549,0.0001015871,0.00003089478,0.001610396,0.0001531478,0.0004314564,0.001546303,0.0001866351,0.02854345],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000902352,"about_ca_system_score_gemma":0.000001840357,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006309509,"about_ca_topic_score_gemma":1.074043e-7,"domain_scores_codex":[0.999011,0.00002999162,0.0001512892,0.0002505585,0.0002751345,0.0002820336],"domain_scores_gemma":[0.9992564,0.000008111794,0.00007735569,0.0002046359,0.0004410759,0.00001237275],"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":[0.0000613248,0.00004076348,0.00004944591,0.00006950304,0.0000318789,0.00002057095,0.000343803,0.00000880564,0.0008825766,0.1692804,0.7416858,0.08752508],"study_design_scores_gemma":[0.0002927498,0.000019135,0.00170169,0.00001351064,0.000005988716,0.000002829368,0.0007422046,0.0001360436,0.0002185879,0.003775399,0.9929642,0.0001276429],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2798123,0.00001795078,0.001941771,0.004619931,0.0004602642,0.0005345634,0.00007411552,0.005196245,0.7073428],"genre_scores_gemma":[0.9949024,0.00001983133,0.0001547637,0.0004744669,0.0003183583,7.131587e-8,0.002019895,0.0006400111,0.001470164],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7150901,"threshold_uncertainty_score":0.9989512,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03796612083286642,"score_gpt":0.2374790796034919,"score_spread":0.1995129587706255,"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."}}