{"id":"W4291669456","doi":"","title":"Fast Central Catadioptric Line Extraction","year":2007,"lang":"en","type":"preprint","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Blind Source Separation Techniques","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Kootenay Association for Science & Technology","funders":"","keywords":"Catadioptric system; Extraction (chemistry); Computer science; Line (geometry); Chromatography; Chemistry; Mathematics; Optics; Physics","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.007713167,0.0004654088,0.000435421,0.0006131615,0.0003475704,0.001112481,0.003019424,0.000564015,0.000063566],"category_scores_gemma":[0.0008858857,0.0005236144,0.0002887528,0.0009239545,0.0001636202,0.0005970736,0.002183732,0.00139423,0.00007859032],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002922003,"about_ca_system_score_gemma":0.0005450894,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001027305,"about_ca_topic_score_gemma":0.0009081984,"domain_scores_codex":[0.9926904,0.003868187,0.0008198515,0.001215755,0.0007729543,0.0006327952],"domain_scores_gemma":[0.9921493,0.00106415,0.0008094602,0.003449586,0.002200721,0.0003267939],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00001838054,0.001532745,0.0008630729,0.0002167272,0.0001264564,0.00003710461,0.02195078,0.0009160906,0.003797908,0.610673,0.005409701,0.354458],"study_design_scores_gemma":[0.001491844,0.00000334189,0.01538281,0.002866622,0.000111287,0.0001647085,0.0001763394,0.3257201,0.5019375,0.04036751,0.1089223,0.002855606],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.00881114,0.0007129443,0.9326637,0.009254832,0.0004739852,0.0005457996,0.00002382733,0.001304745,0.046209],"genre_scores_gemma":[0.5481783,0.0007539222,0.4418685,0.0004484945,0.00008100745,0.00007910412,0.0004180278,0.00006060726,0.008112141],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.5703055,"threshold_uncertainty_score":0.9999245,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01825617146550877,"score_gpt":0.2642765232524855,"score_spread":0.2460203517869767,"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."}}