{"id":"W4383345620","doi":"10.1142/9789811273209_0010","title":"Conclusion","year":2023,"lang":"en","type":"book-chapter","venue":"World Scientific series in digital forensics and cybersecurity","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa; Concordia University","funders":"","keywords":"Medicine","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":["metaepi_narrow","sts","scholarly_communication","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0007367672,0.0006968431,0.0007785198,0.001100543,0.0005023376,0.001730932,0.0004584826,0.0003078,0.0002614628],"category_scores_gemma":[0.0001350364,0.0007179109,0.0002430216,0.0006386574,0.003516514,0.001110527,0.001436029,0.0007458454,0.002165409],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002371638,"about_ca_system_score_gemma":0.0001729759,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002293923,"about_ca_topic_score_gemma":0.0108801,"domain_scores_codex":[0.996013,0.00001090262,0.0007485512,0.001426236,0.001091077,0.0007101801],"domain_scores_gemma":[0.9979681,0.0001380177,0.0003303524,0.0009789583,0.0002907671,0.0002937847],"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":[0.00007567825,0.0000200774,0.0001479688,0.00006864226,0.00004095703,0.0002163687,0.0008639666,0.000002353776,0.00001623655,0.9255612,0.06745108,0.005535484],"study_design_scores_gemma":[0.0002416551,0.00002756495,0.00005211799,0.0003178929,0.0000216911,0.0000192879,0.0001178249,0.00002543939,0.00003531827,0.4927197,0.505856,0.0005655035],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.008889473,0.0004421823,0.000001076354,0.0001243806,0.004270043,0.0006091139,0.003411278,0.0004489176,0.9818035],"genre_scores_gemma":[0.07960775,0.00004212519,0.00005029824,0.00003595268,0.0001506643,0.00001199703,0.001403276,0.0002437875,0.9184542],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4384049,"threshold_uncertainty_score":0.9995272,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0207630199226914,"score_gpt":0.2336241126537478,"score_spread":0.2128610927310564,"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."}}