{"id":"W2616944770","doi":"10.16995/dm.61","title":"Clustering of medieval scripts through computer image analysis: Towards an evaluation protocol","year":2015,"lang":"en","type":"article","venue":"Digital Medievalist","topic":"Image Processing and 3D Reconstruction","field":"Computer Science","cited_by":27,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Scripting language; Categorization; Metadata; Cluster analysis; Computer science; Taxonomy (biology); Tel aviv; Information retrieval; Natural language processing; Artificial intelligence; Library science; World Wide Web; Programming language","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001008334,0.0002017696,0.00034254,0.0002080838,0.00008034105,0.0006695716,0.0006406538,0.00007738749,0.0000103828],"category_scores_gemma":[0.000196365,0.0001730634,0.0001253174,0.0008741959,0.0002004198,0.004314707,0.0002356216,0.0001180476,0.00001534131],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009681221,"about_ca_system_score_gemma":0.0004077407,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005374995,"about_ca_topic_score_gemma":0.00001789513,"domain_scores_codex":[0.9974512,0.0001311237,0.0005036083,0.0004940183,0.001144395,0.0002756567],"domain_scores_gemma":[0.9979323,0.00002231627,0.0002895548,0.000545378,0.001024502,0.0001860032],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001088419,0.0003770707,0.0009825374,0.0002160401,0.0003126417,0.00001794583,0.006812081,0.001768874,0.0003763775,0.0004921269,0.001030617,0.9875048],"study_design_scores_gemma":[0.001365927,0.0003275301,0.0006496446,0.00007002254,0.0001307516,0.0000528841,0.0002489397,0.9889742,0.002831836,0.004053332,0.001002648,0.0002922862],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.003945738,0.00002493867,0.972798,0.0001954826,0.0008878314,0.006478605,0.00001428326,0.0002122154,0.01544287],"genre_scores_gemma":[0.680618,7.808351e-7,0.3130955,0.0001880643,0.0007155722,0.005096366,0.0001219872,0.00003243051,0.000131279],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9872125,"threshold_uncertainty_score":0.7057322,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06378419569642199,"score_gpt":0.345474830180948,"score_spread":0.281690634484526,"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."}}