{"id":"W2095757054","doi":"10.5539/mas.v1n4p107","title":"Study on Yarn Blackboard by Digital Image Processing Method","year":2007,"lang":"en","type":"article","venue":"Modern Applied Science","topic":"Textile materials and evaluations","field":"Materials Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Yarn; Blackboard (design pattern); Computer science; Process (computing); Artificial intelligence; Digital image; Computer vision; Division (mathematics); Image (mathematics); Image processing; Computer graphics (images); Mathematics; Engineering; Mechanical engineering; Arithmetic","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000449364,0.0003191853,0.0003137172,0.0009100474,0.0002412825,0.000605333,0.0003116184,0.0003279383,0.001986882],"category_scores_gemma":[0.001085555,0.0001971277,0.0002814802,0.000927002,0.0003893343,0.0008389693,0.0002046599,0.0002518309,0.0003963422],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002396256,"about_ca_system_score_gemma":0.0002220043,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008686884,"about_ca_topic_score_gemma":0.0006382096,"domain_scores_codex":[0.9995795,0.00005678353,0.00001510128,0.00009071948,0.0002275469,0.00003024457],"domain_scores_gemma":[0.99935,0.0002676042,0.00005982553,0.000071633,0.0002306045,0.00002032139],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0002659748,0.00009474357,0.003676602,0.0006848405,0.00003441515,0.0006328451,0.0006596256,0.00905544,0.7065681,0.01000849,0.0008202286,0.2674987],"study_design_scores_gemma":[0.00003208573,0.0004956124,0.01926406,0.00007988648,0.00008799756,0.001705706,0.0007274774,0.2796721,0.6671584,0.003898927,0.02678773,0.00009011435],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4175379,0.003756407,0.5642396,0.000240957,0.0001459551,0.00008663027,0.0001111273,0.0004562237,0.01342526],"genre_scores_gemma":[0.7975274,0.0033616,0.1909529,0.000064543,0.0001182663,0.00005667339,0.0001448356,0.0001205047,0.007653345],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.001986882,"threshold_uncertainty_score":0.006646812,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03128088597133142,"score_gpt":0.3448735657968318,"score_spread":0.3135926798255003,"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."}}