{"id":"W4406621468","doi":"10.58459/icce.2024.4820","title":"Authorship Forensics Portal","year":2024,"lang":"en","type":"article","venue":"International Conference on Computers in Education","topic":"Digital and Cyber Forensics","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Athabasca University","funders":"","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":[],"consensus_categories":[],"category_scores_codex":[0.0001551965,0.0001314281,0.00008845711,0.0003101745,0.00002382951,0.0007659766,0.0007661105,0.00005580931,0.00003251256],"category_scores_gemma":[0.00002265843,0.0001267113,0.00005597695,0.0003095052,0.0000411223,0.0007665794,0.0001170615,0.0001998661,0.0001824612],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001160193,"about_ca_system_score_gemma":0.0003997711,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001989735,"about_ca_topic_score_gemma":0.0000185453,"domain_scores_codex":[0.9988464,0.00002329002,0.000225661,0.0004026295,0.0003364088,0.0001656809],"domain_scores_gemma":[0.9994499,0.00006432654,0.00003947374,0.0002424788,0.0001320468,0.00007178593],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000001702536,0.00004816872,0.0000926202,0.000003605214,0.000006737517,0.00001130049,0.0003275112,0.00003130819,0.000009074394,0.6378589,0.00446298,0.3571461],"study_design_scores_gemma":[0.000108568,0.00008063525,0.003418935,0.0004573315,0.000002427994,0.00006888509,0.00009706692,0.2134846,0.0001770614,0.7682655,0.01356338,0.0002756026],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.02853495,0.0001203384,0.3832852,0.01753397,0.03524229,0.0002259686,0.000009425168,0.0004694058,0.5345785],"genre_scores_gemma":[0.9825375,0.00001673464,0.01524176,0.0007671455,0.0002859418,0.00001898938,0.00004251923,0.000008123823,0.00108129],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9540026,"threshold_uncertainty_score":0.738633,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03241400686204871,"score_gpt":0.3091624685806343,"score_spread":0.2767484617185856,"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."}}