{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.006786408,0.001118276,0.001035015,0.006078017,0.001732132,0.005321768,0.001607916,0.002721152,0.06861985],"category_scores_gemma":[0.03656273,0.0004835328,0.0006896227,0.003523891,0.0007299376,0.00968115,0.006512788,0.00205702,0.07096384],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008679967,"about_ca_system_score_gemma":0.002486965,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008129505,"about_ca_topic_score_gemma":0.0008265242,"domain_scores_codex":[0.9946247,0.001660768,0.0004542177,0.0006602677,0.002139097,0.0004608972],"domain_scores_gemma":[0.9743115,0.007346476,0.002078791,0.01025224,0.004422099,0.00158892],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0007763266,0.0004176218,0.01156706,0.0008871866,0.00005909623,0.001010675,0.0009973227,0.001685398,0.002460475,0.0189963,0.5166277,0.4445149],"study_design_scores_gemma":[0.0001564851,0.000182832,0.007080765,0.0004594896,0.00003883789,0.001719548,0.001091103,0.01706475,0.01159605,0.040319,0.9201916,0.00009944785],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"software","genre_gemma":"software","genre_scores_codex":[0.06551138,0.005627189,0.1891417,0.01268221,0.004561215,0.00178441,0.1239148,0.3328286,0.2639485],"genre_scores_gemma":[0.4052522,0.003946614,0.1627582,0.0038126,0.002582787,0.001640188,0.2279181,0.02251684,0.1695726],"genre_candidate":"software","genre_consensus":"software","teacher_disagreement_score":0.9972789,"threshold_uncertainty_score":0.2295563,"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."}}