{"id":"W4378737666","doi":"10.5281/zenodo.7985405","title":"VITALISE D2.4 Standard Version 3","year":2022,"lang":"en","type":"report","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":"Horizon 2020 Framework Programme","keywords":"Computer science","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":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.002362538,0.0002553538,0.0003007953,0.0006968622,0.004737864,0.000845012,0.001411287,0.0002434087,0.06083343],"category_scores_gemma":[0.001305813,0.0002864511,0.00009708891,0.001256992,0.0002427118,0.0004275581,0.005135999,0.0009024095,0.006608097],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009152375,"about_ca_system_score_gemma":0.00002590615,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005318809,"about_ca_topic_score_gemma":3.974922e-7,"domain_scores_codex":[0.9973967,0.00008016734,0.000376688,0.0005679104,0.001159898,0.0004186058],"domain_scores_gemma":[0.9973829,0.0000119402,0.0003965091,0.000467506,0.001721532,0.00001961782],"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":[0.00006119472,0.00007315185,0.00001160527,0.0002469707,0.00008877708,0.00003839384,0.000149925,0.000004013352,0.00004208318,0.01909855,0.9111342,0.06905107],"study_design_scores_gemma":[0.0002956531,0.00004095878,0.0002386357,0.00004055188,0.00003693768,0.00002331143,0.0006194816,0.00001230844,0.00002601165,0.001114858,0.9972329,0.0003183754],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.002983148,0.0001066562,0.0004470571,0.0009104065,0.001021898,0.0005941773,0.0003219685,0.001568474,0.9920462],"genre_scores_gemma":[0.7125545,0.00212789,0.001615971,0.004143948,0.01106,0.000002708328,0.1574371,0.0206507,0.09040727],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.9016389,"threshold_uncertainty_score":0.9999588,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05488658323999048,"score_gpt":0.2574158552166176,"score_spread":0.2025292719766271,"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."}}