{"id":"W2568282499","doi":"","title":"Proceedings, International Conference on Parallel Processing Workshops, 18-21 August 2002, Vancouver, B.C., Canada","year":2002,"lang":"en","type":"book","venue":"IEEE Computer Society eBooks","topic":"Industrial Vision Systems and Defect Detection","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Library science; Regional science; History; Geography; Political science; Media studies; Sociology; Computer science","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000140011,0.0006277896,0.0005831601,0.0000843819,0.0002053941,0.0003262166,0.000481449,0.000808517,0.0002031945],"category_scores_gemma":[0.000002943991,0.0006515128,0.0003095194,0.00006245603,0.00005173831,0.000110653,0.00006512571,0.001290175,0.00003484693],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00143209,"about_ca_system_score_gemma":0.0005940797,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001977692,"about_ca_topic_score_gemma":0.007375599,"domain_scores_codex":[0.9975242,0.00001214082,0.0006122162,0.0005737187,0.0008026614,0.0004750363],"domain_scores_gemma":[0.9989613,0.00003916005,0.0002585599,0.0002379604,0.0003264317,0.0001765803],"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":[0.000008534471,0.000008520669,8.68633e-7,0.0001712636,0.000171299,0.00001295712,0.0002490151,0.003336733,0.00001303367,0.00006994112,0.9652685,0.03068936],"study_design_scores_gemma":[0.0006751736,0.00005629629,0.00000238695,0.001328297,0.00003700961,0.00001855982,0.00005891324,0.1834559,0.00005469276,0.00008174543,0.8134628,0.0007682749],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00009615728,0.0002473549,0.02251626,0.00002315351,0.02782149,0.000776898,0.00007067103,0.0007936828,0.9476543],"genre_scores_gemma":[0.0110024,0.00007058431,0.001781695,0.0004314674,0.008479692,0.00008608505,0.0000307449,0.0002207882,0.9778965],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1801191,"threshold_uncertainty_score":0.9995936,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03343432911402876,"score_gpt":0.220166048179005,"score_spread":0.1867317190649762,"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."}}