{"id":"W373300525","doi":"","title":"Document analysis using image processing techniques.","year":2003,"lang":"en","type":"article","venue":"Scholarship at UWindsor (University of Windsor)","topic":"Handwritten Text Recognition Techniques","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Image processing; Computer science; Computer vision; Artificial intelligence; Image (mathematics); Computer graphics (images)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009408628,0.001188269,0.001091406,0.006278455,0.0007482062,0.003172861,0.0009413509,0.001038764,0.01430975],"category_scores_gemma":[0.002369803,0.0005441124,0.001280692,0.005211711,0.0008047271,0.002892305,0.001159067,0.001402989,0.02005905],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004434695,"about_ca_system_score_gemma":0.0007259875,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009847685,"about_ca_topic_score_gemma":0.001526395,"domain_scores_codex":[0.9987668,0.0001135698,0.0001076506,0.0002637636,0.000682126,0.00006612722],"domain_scores_gemma":[0.9989067,0.0003053604,0.0001501777,0.000214667,0.0003903916,0.00003272083],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006225506,0.00005668117,0.0006335214,0.001536933,0.00009575293,0.0002562904,0.0002072692,0.00226813,0.06903971,0.006118133,0.01585921,0.9038661],"study_design_scores_gemma":[0.00007787834,0.0005425025,0.01871401,0.0009402396,0.0004203392,0.006951678,0.00116589,0.1027334,0.2727534,0.03961544,0.5558326,0.0002525324],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.009358071,0.01548896,0.9343576,0.0006571402,0.0008078131,0.0005565064,0.001619192,0.00921018,0.02794454],"genre_scores_gemma":[0.05031152,0.01622692,0.907397,0.0002919352,0.0003454032,0.0003382572,0.002094201,0.000575943,0.02241885],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01430975,"threshold_uncertainty_score":0.04787093,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01941819093938934,"score_gpt":0.253269912317536,"score_spread":0.2338517213781467,"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."}}