{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":5,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":5,"direct_label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline (scores rank; they never assert a category)","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12","author_layer_release":"2026-06-26"},"query_hash":"1623354772cc","filters":{"venue":"Conference on Colour in Graphics Imaging and Vision"}},"results":[{"id":"W39969610","doi":"10.2352/cgiv.2008.4.1.art00079","title":"Color Emotions for Image Classification and Retrieval","year":2008,"lang":"en","type":"article","venue":"Conference on Colour in Graphics Imaging and Vision","topic":"Image Retrieval and Classification Techniques","field":"Computer Science","cited_by":25,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Engineering Link (Canada)","funders":"","keywords":"Computer science; Image retrieval; Artificial intelligence; Color histogram; RGB color model; Color image; Pattern recognition (psychology); Content-based image retrieval; Histogram; Feature (linguistics); Visual Word; Image (mathematics); Feature extraction; Information retrieval; Computer vision; Image processing","authors":[{"name":"Martin Solli","is_ca":true},{"name":"Reiner Lenz","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.05519990308156125,"gpt":0.3363256711611356,"spread":0.2811257680795743,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007730165,0.0006695444,0.0007847325,0.001700841,0.0003468476,0.002137968,0.0007244342,0.0008117742,0.005057106],"category_scores_gemma":[0.002639458,0.0001655509,0.0005943321,0.002353561,0.0006437074,0.002208553,0.0006370886,0.0007516178,0.003125278],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008999929,"about_ca_system_score_gemma":0.0003240634,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001410778,"about_ca_topic_score_gemma":0.001071547,"domain_scores_codex":[0.9993256,0.00018345,0.0000537915,0.0001344041,0.0002474449,0.00005520247],"domain_scores_gemma":[0.9993043,0.0001900015,0.00006414457,0.0001639591,0.0002481384,0.00002954382],"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":[0.0002157679,0.00006512945,0.0008201956,0.000452256,0.00005788177,0.00009091444,0.0001481451,0.009091848,0.0347374,0.04351197,0.01963275,0.8911759],"study_design_scores_gemma":[0.00005891226,0.0002682801,0.007525517,0.000223424,0.0001741939,0.0008031472,0.0003967496,0.6677653,0.04580707,0.1603232,0.1165017,0.0001525634],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0201583,0.02148764,0.9396605,0.001768372,0.0005075506,0.0002079608,0.0006828955,0.002634261,0.01289249],"genre_scores_gemma":[0.3276637,0.01300448,0.6441104,0.0005579445,0.0009394617,0.0004610909,0.001460819,0.0003669545,0.01143528],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.005057106,"threshold_uncertainty_score":0.01691765,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2407396651","doi":"10.2352/cgiv.2004.2.1.art00110","title":"Calibrated Colour Mapping Between LCD and CRT Displays: A Case Study","year":2004,"lang":"en","type":"article","venue":"Conference on Colour in Graphics Imaging and Vision","topic":"Color Science and Applications","field":"Physics and Astronomy","cited_by":6,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Simon Fraser University","funders":"","keywords":"Liquid-crystal display; Lookup table; Computer science; Masking (illustration); Characterization (materials science); Computer graphics (images); Chromaticity; Artificial intelligence; Computer vision","authors":[{"name":"Bill Cressman","is_ca":true},{"name":"Behnam Bastani","is_ca":true},{"name":"Brian Funt","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03600664520375278,"gpt":0.3419987560306032,"spread":0.3059921108268504,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003152025,0.0005932203,0.0004740416,0.0007356328,0.001095731,0.00161313,0.001875544,0.002186643,0.002256524],"category_scores_gemma":[0.01719137,0.0004390828,0.0007326612,0.001165719,0.0008077772,0.001447252,0.001170674,0.0008277123,0.0005078739],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001373406,"about_ca_system_score_gemma":0.0005739795,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005617657,"about_ca_topic_score_gemma":0.004837004,"domain_scores_codex":[0.9971213,0.001425078,0.0001261629,0.0002910131,0.0008570277,0.0001794286],"domain_scores_gemma":[0.9905323,0.006568575,0.0003826331,0.001394558,0.0008973687,0.0002245873],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.004076002,0.002675589,0.09685473,0.001713058,0.0002820389,0.05128342,0.01446738,0.2496613,0.06537151,0.01820815,0.005361146,0.4900457],"study_design_scores_gemma":[0.0003852628,0.004449965,0.05342241,0.0003254773,0.0002977503,0.02867801,0.007291493,0.6462278,0.2165434,0.01078754,0.03120132,0.000389679],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9316798,0.000382627,0.06138585,0.0003408709,0.00003516455,0.0001890652,0.0001004924,0.0005138189,0.005372304],"genre_scores_gemma":[0.9713508,0.0001308127,0.02685676,0.00007276502,0.000008448206,0.00003685369,0.00004139831,0.00007133932,0.001430913],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005617657,"threshold_uncertainty_score":0.01666969,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2403070934","doi":"10.2352/cgiv.2004.2.1.art00060","title":"Improved CFA Interpolation Approach","year":2004,"lang":"en","type":"article","venue":"Conference on Colour in Graphics Imaging and Vision","topic":"Image and Signal Denoising Methods","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Essays on Canadian Writing; University of Toronto","funders":"","keywords":"Demosaicing; Bilinear interpolation; Interpolation (computer graphics); Color filter array; Artificial intelligence; Computer vision; Computer science; Enhanced Data Rates for GSM Evolution; Image scaling; Stairstep interpolation; Color difference; Nearest-neighbor interpolation; Bicubic interpolation; Multivariate interpolation; Color image; Algorithm; Image (mathematics); Color gel; Image processing; Layer (electronics)","authors":[{"name":"Konstantinos N. Plataniotis","is_ca":true},{"name":"Dimitrios Hatzinakos","is_ca":false},{"name":"Bogdan Smołka","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03017601957769946,"gpt":0.323006309887377,"spread":0.2928302903096776,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006723393,0.0009398655,0.0007517998,0.001258507,0.0003289071,0.0007496604,0.001084096,0.0008505045,0.004236781],"category_scores_gemma":[0.001529013,0.000332545,0.001135164,0.001118414,0.0003036084,0.001222605,0.0008171406,0.00123101,0.00198257],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004513595,"about_ca_system_score_gemma":0.0008391988,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002661213,"about_ca_topic_score_gemma":0.00260551,"domain_scores_codex":[0.9993888,0.0001042118,0.00002912728,0.0001225212,0.0003090364,0.00004637379],"domain_scores_gemma":[0.9994314,0.0001171779,0.00003640999,0.0001059181,0.0002839836,0.00002499791],"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":[0.0004013797,0.0001273049,0.0008976115,0.0004471471,0.0001689647,0.0002491401,0.0002022138,0.1348105,0.1163531,0.05201548,0.006082357,0.6882448],"study_design_scores_gemma":[0.00002912178,0.0001085215,0.0004070975,0.00003285629,0.00005698065,0.0004442887,0.00002132221,0.947752,0.02566133,0.006803407,0.01862966,0.00005342571],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.001198428,0.0001663706,0.9974527,0.00002093398,0.00004504844,0.00001109087,0.00002165878,0.0002223966,0.0008613692],"genre_scores_gemma":[0.0633449,0.0006074979,0.9305248,0.00009542325,0.00008890397,0.00004829994,0.0002161555,0.000116448,0.004957607],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.004236781,"threshold_uncertainty_score":0.01417345,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2400376891","doi":"10.2352/cgiv.2008.4.1.art00098","title":"NRC robot-based gonioreflectometer for spectral BRDF measurement","year":2008,"lang":"en","type":"article","venue":"Conference on Colour in Graphics Imaging and Vision","topic":"Calibration and Measurement Techniques","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Bidirectional reflectance distribution function; Multispectral image; Reflectivity; Calibration; Remote sensing; Robot; Computer science; Sampling (signal processing); Computer vision; Artificial intelligence; Measure (data warehouse); Spectral power distribution; Characterization (materials science); Optics; Geology; Physics","authors":[{"name":"Réjean Baribeau","is_ca":false},{"name":"Éric Côté","is_ca":false},{"name":"W. S. Neil","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.07555611708041023,"gpt":0.3093233588973837,"spread":0.2337672418169735,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001815138,0.0007043281,0.001096729,0.001812941,0.0005445074,0.0005746432,0.001544976,0.0008147528,0.008322364],"category_scores_gemma":[0.002084077,0.0004465548,0.0003761646,0.001408405,0.0005707353,0.0009311173,0.0006733086,0.0009179687,0.00278523],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008915153,"about_ca_system_score_gemma":0.001363168,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002877193,"about_ca_topic_score_gemma":0.009426868,"domain_scores_codex":[0.9962774,0.0003383421,0.0001211403,0.0004632008,0.002688875,0.0001111004],"domain_scores_gemma":[0.9973705,0.0004072712,0.0001804837,0.0005841685,0.00134566,0.0001119682],"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":[0.0004161766,0.0001663225,0.004286557,0.0004959301,0.00003953125,0.0001084354,0.000171139,0.00246576,0.7239823,0.003410834,0.0121885,0.2522686],"study_design_scores_gemma":[0.0004286305,0.001501254,0.04639046,0.0001370793,0.0001272273,0.002496647,0.0001674271,0.1055182,0.6783214,0.001057594,0.1632536,0.0006004882],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1308616,0.001703452,0.8234124,0.0003249818,0.0005669937,0.001252472,0.002654976,0.016443,0.02277997],"genre_scores_gemma":[0.1404704,0.000387238,0.8476148,0.0001915594,0.00005612626,0.0007076688,0.001553516,0.0002989616,0.008719613],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.008322364,"threshold_uncertainty_score":0.02784109,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2397814520","doi":"10.2352/cgiv.2004.2.1.art00052","title":"Application of Spectral Estimation Techniques to the Improvement of a 3D-color Digitizing Camera","year":2004,"lang":"en","type":"article","venue":"Conference on Colour in Graphics Imaging and Vision","topic":"Color Science and Applications","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"National Research Council Canada","funders":"","keywords":"Multispectral image; Wavelength; Optics; Color difference; Artificial intelligence; Computer science; Digital camera; Laser; Laser scanning; Colorimetry; Computer vision; Materials science; Mathematics; Computer graphics (images); Physics","authors":[{"name":"Réjean Baribeau","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01156939054144568,"gpt":0.3123551802383864,"spread":0.3007857896969407,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001246249,0.0004798719,0.0003450206,0.001578541,0.0002745442,0.0008506127,0.0007022598,0.0003654522,0.001256634],"category_scores_gemma":[0.003158824,0.0004916562,0.0004540641,0.001065706,0.0004230576,0.0008346623,0.0005355502,0.0006587022,0.0005056115],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005893894,"about_ca_system_score_gemma":0.0004272195,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001034573,"about_ca_topic_score_gemma":0.001736547,"domain_scores_codex":[0.9990909,0.0001574755,0.00003659409,0.0001150223,0.0005662316,0.00003384853],"domain_scores_gemma":[0.9983556,0.0006835507,0.0001445021,0.0002365275,0.0005468504,0.00003301628],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001573765,0.00007366984,0.002069165,0.0001917535,0.00004332809,0.00006958656,0.0002505153,0.05134405,0.4306351,0.007022968,0.0006509167,0.5074915],"study_design_scores_gemma":[0.00001800966,0.000195212,0.003690644,0.00002902461,0.00006330507,0.000405564,0.00006767824,0.3209732,0.6586078,0.002142589,0.01370412,0.0001028909],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02424647,0.0001580341,0.9734231,0.00004592348,0.00001821661,0.00002434904,0.00002634308,0.0008467297,0.001210875],"genre_scores_gemma":[0.1002016,0.0002626346,0.898704,0.00002448942,0.00001493068,0.00002429894,0.00004717787,0.0001016137,0.0006193069],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.001578541,"threshold_uncertainty_score":0.006590843,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}