{"id":"W4412177048","doi":"10.1007/s00357-025-09514-5","title":"Editorial: Journal of Classification Vol. 42-2","year":2025,"lang":"en","type":"editorial","venue":"Journal of Classification","topic":"Image Retrieval and Classification Techniques","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University","funders":"","keywords":"Pattern recognition (psychology); Mathematics; Artificial intelligence; 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":[],"consensus_categories":[],"category_scores_codex":[0.006101589,0.004907913,0.006086565,0.007702014,0.004159859,0.01103974,0.003854236,0.01372353,0.03365332],"category_scores_gemma":[0.02591169,0.001572554,0.003516904,0.002887391,0.002936783,0.00454546,0.00162114,0.01615385,0.03893618],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003819306,"about_ca_system_score_gemma":0.003721243,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002167989,"about_ca_topic_score_gemma":0.006653698,"domain_scores_codex":[0.9944283,0.0008091165,0.0006660928,0.0006392116,0.003080935,0.0003763154],"domain_scores_gemma":[0.971323,0.006556544,0.0014092,0.0008748577,0.01571082,0.004125635],"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":[0.00003142763,0.000009299731,0.00001538595,0.00009046338,0.000009670946,0.00004817802,0.000002094034,0.00001563144,0.00003187764,0.0001141925,0.9966426,0.002989077],"study_design_scores_gemma":[0.00008693742,0.0000321836,0.0003708518,0.0003528982,0.00004874371,0.0002767066,0.00002013947,0.0002647236,0.0001206386,0.001192904,0.9972104,0.0000228241],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.00002465083,0.002497626,0.000114989,0.0166832,0.9787043,0.00002268811,0.00006302071,0.00007249414,0.001817033],"genre_scores_gemma":[0.0003555461,0.002761083,0.000136561,0.01218981,0.9694384,0.0000299776,0.00008203752,0.0000682864,0.01493826],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.03365332,"threshold_uncertainty_score":0.1125816,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01736161818832567,"score_gpt":0.3030496181655725,"score_spread":0.2856879999772469,"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."}}