{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02082627,0.001395209,0.001124756,0.006490176,0.001754912,0.0138122,0.004785006,0.006533652,0.07181633],"category_scores_gemma":[0.06895682,0.001617196,0.001620608,0.004280716,0.001898574,0.007650738,0.006121644,0.004876408,0.1091725],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004652565,"about_ca_system_score_gemma":0.01117754,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01025048,"about_ca_topic_score_gemma":0.005819253,"domain_scores_codex":[0.9779072,0.005803585,0.003220643,0.001654392,0.009375439,0.002038727],"domain_scores_gemma":[0.9633741,0.007493626,0.001718639,0.006455133,0.01957726,0.001381179],"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":[0.0009290201,0.0002922043,0.002482995,0.002263602,0.00005585551,0.0003739954,0.002525779,0.003793706,0.008496526,0.1701044,0.6350954,0.1735865],"study_design_scores_gemma":[0.00005791768,0.0000747777,0.0008970365,0.0008007102,0.00001723095,0.0001847127,0.0002696428,0.0006090052,0.002483524,0.01024632,0.9842976,0.00006162596],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.01062238,0.002933353,0.2431828,0.007470013,0.00361569,0.004318318,0.04656915,0.0690304,0.6122579],"genre_scores_gemma":[0.06225182,0.004590692,0.1672055,0.007397073,0.0008694272,0.01024013,0.1921725,0.03709539,0.5181774],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.07181633,"threshold_uncertainty_score":0.2402495,"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."}}