{"id":"W4385466653","doi":"10.1051/e3sconf/202340900001","title":"Preface","year":2023,"lang":"nl","type":"article","venue":"E3S Web of Conferences","topic":"Persona Design and Applications","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Philosophy","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003216577,0.0001535581,0.0002396969,0.0001568806,0.0001220634,0.0001463668,0.001185272,0.00008789346,0.0004368684],"category_scores_gemma":[0.00004349522,0.000142197,0.00008734028,0.001083008,0.0002083904,0.0002022827,0.0002146214,0.0001230347,0.002652035],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000009303383,"about_ca_system_score_gemma":0.001619755,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009521487,"about_ca_topic_score_gemma":0.00002905701,"domain_scores_codex":[0.9985691,0.00007170036,0.0002896337,0.0003820016,0.0003714565,0.0003160604],"domain_scores_gemma":[0.9988792,0.0002084347,0.0001565687,0.0005057096,0.0001389918,0.0001111235],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000007309884,0.0001246734,0.004135764,0.00008921033,0.00006472291,0.000008272733,0.001670187,0.00004209757,0.01333651,0.8570737,0.07682881,0.04661878],"study_design_scores_gemma":[0.0006913624,0.0003226266,0.05462565,0.0003016068,0.00004795102,0.000006733832,0.001188432,0.2678806,0.01461862,0.02249392,0.6371126,0.0007099151],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2583146,0.002383736,0.05517456,0.02548805,0.002126469,0.001086591,0.0001865821,0.001150783,0.6540886],"genre_scores_gemma":[0.9842293,0.0004431187,0.0007708351,0.00008185211,0.00008274098,0.00002567187,0.000007008094,0.000005776202,0.01435372],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8345798,"threshold_uncertainty_score":0.9981245,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06318637699382916,"score_gpt":0.2936442049464569,"score_spread":0.2304578279526277,"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."}}