{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001771682,0.001131807,0.0007880492,0.002263818,0.002846506,0.005371437,0.001730875,0.001970575,0.4787636],"category_scores_gemma":[0.008823077,0.0003247032,0.0006843053,0.002261231,0.0008946378,0.004184844,0.003017208,0.003557496,0.307074],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002383456,"about_ca_system_score_gemma":0.004055642,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00364748,"about_ca_topic_score_gemma":0.004333522,"domain_scores_codex":[0.9985616,0.0002113759,0.0001102954,0.0002951692,0.0006689013,0.0001527323],"domain_scores_gemma":[0.9963108,0.0005199813,0.0001604877,0.0003699849,0.001889404,0.0007493609],"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":[0.00002394233,0.00001900605,0.0001338836,0.0001130343,0.000002456996,0.00006041356,0.0001606487,0.00005126763,0.0001029633,0.008243099,0.9505369,0.04055224],"study_design_scores_gemma":[0.000002135757,0.000009254163,0.0001904508,0.00007410243,7.986817e-7,0.0000476128,0.00009518134,0.00001752329,0.0000303441,0.001377115,0.9981526,0.000002757783],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001444338,0.009520087,0.005501516,0.03628976,0.1186403,0.0005433272,0.009158078,0.001345915,0.8175567],"genre_scores_gemma":[0.006980078,0.006859785,0.002973831,0.008322448,0.01693476,0.0003198181,0.009677703,0.0006795787,0.9472519],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5212364,"threshold_uncertainty_score":0,"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."}}