{"id":"W6931283876","doi":"10.5281/zenodo.5567230","title":"(SAMPLE) OA eBook Usage Data Dashboarding Service Model","year":2021,"lang":"en","type":"other","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Survey Methodology and Nonresponse","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Dashboard; Service model; Task (project management); Product (mathematics); Process (computing); Service (business); Usage data","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":["metaresearch","metaepi_narrow","sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.01419917,0.0002174308,0.0003036702,0.0003143195,0.002804294,0.0006419549,0.003205383,0.0003497986,0.1159304],"category_scores_gemma":[0.01664562,0.0002507115,0.00005660284,0.0007100396,0.0003372054,0.000173928,0.00326071,0.0004997434,0.00453865],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001450545,"about_ca_system_score_gemma":0.00004954547,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001165618,"about_ca_topic_score_gemma":0.000127389,"domain_scores_codex":[0.986693,0.01114887,0.0002383269,0.0008164237,0.0005657241,0.0005376455],"domain_scores_gemma":[0.9969299,0.0008719602,0.0001892713,0.001374534,0.0003839573,0.0002504008],"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":[0.0001525474,0.00005876299,0.000002097255,0.00007746417,0.0001016318,0.00002625073,0.003410399,0.00002187565,0.0002116956,0.003742452,0.9701729,0.0220219],"study_design_scores_gemma":[0.000213876,0.00001794985,0.00002874027,0.0000847556,0.00003019467,0.00001000099,0.000858284,0.0007974621,0.00001170701,0.000178214,0.9975024,0.000266345],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00006471649,0.0003903248,0.03541509,0.0009474733,0.0003114807,0.0004363907,0.00169466,0.00113973,0.9596002],"genre_scores_gemma":[0.001230738,0.001535796,0.01966541,0.001728402,0.001876129,1.374524e-7,0.02769403,0.01434684,0.9319225],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1113918,"threshold_uncertainty_score":0.9999945,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4038816649395282,"score_gpt":0.42047392325317,"score_spread":0.01659225831364175,"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."}}