{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":37,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":37,"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":"ab792ff3e34c","filters":{"venue":"Springer topics in signal processing"}},"results":[{"id":"W2061074721","doi":"10.1007/978-3-540-78612-2","title":"Microphone Array Signal Processing","year":2008,"lang":"en","type":"book","venue":"Springer topics in signal processing","topic":"Speech and Audio Processing","field":"Computer Science","cited_by":901,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Institut National de la Recherche Scientifique; Université du Québec à Montréal","funders":"","keywords":"Signal processing; Microphone array; Computer science; SIGNAL (programming language); Array processing; Acoustics; Speech recognition; Microphone; Digital signal processing; Physics; Telecommunications; Computer hardware","authors":[{"name":"Jacob Benesty","is_ca":true},{"name":"Jingdong Chen","is_ca":false},{"name":"Yiteng Huang","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02083511194856587,"gpt":0.243817188674715,"spread":0.2229820767261491,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002765033,0.001361175,0.0009009705,0.0009697912,0.0003205243,0.001181244,0.00091687,0.001225376,0.07211771],"category_scores_gemma":[0.0006664689,0.0004372208,0.0004666699,0.001146981,0.0004031017,0.001026576,0.0008714604,0.00110724,0.08699395],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001966471,"about_ca_system_score_gemma":0.0002769228,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003959049,"about_ca_topic_score_gemma":0.0009683241,"domain_scores_codex":[0.999603,0.00002984978,0.0000160319,0.00007983891,0.0002530125,0.00001823887],"domain_scores_gemma":[0.9997213,0.00005913376,0.0000101294,0.00005705808,0.0001330525,0.00001932058],"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":[0.00006206286,0.00003016064,0.00008129864,0.0003276833,0.00003149609,0.00011796,0.00004229665,0.001640317,0.04769396,0.00667395,0.0901156,0.8531832],"study_design_scores_gemma":[0.00001492111,0.0001630493,0.001086096,0.0001328947,0.00005490614,0.001710771,0.00005351815,0.01871721,0.03982051,0.009406404,0.9287836,0.00005623661],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.001551801,0.01905277,0.8321787,0.0006049071,0.003758804,0.00009804673,0.0006231202,0.004839748,0.1372921],"genre_scores_gemma":[0.01861655,0.01717636,0.2092274,0.0008154477,0.002034877,0.0001336963,0.002041275,0.0009686807,0.7489856],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.07211771,"threshold_uncertainty_score":0.2412578,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2211248819","doi":"10.1007/978-3-642-15352-5","title":"Variational and Level Set Methods in Image Segmentation","year":2010,"lang":"en","type":"book","venue":"Springer topics in signal processing","topic":"Image Processing Techniques and Applications","field":"Engineering","cited_by":126,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Institut National de la Recherche Scientifique","funders":"","keywords":"Image (mathematics); Set (abstract data type); Artificial intelligence; Level set (data structures); Image segmentation; Computer science; Segmentation; Computer vision; Level set method; Pattern recognition (psychology); Mathematics","authors":[{"name":"Amar Mitiche","is_ca":true},{"name":"Ismail Ben Ayed","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03772093639842772,"gpt":0.33998836867932,"spread":0.3022674322808923,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006885087,0.0009760704,0.001913442,0.0013975,0.0003242803,0.001607079,0.001500871,0.001639941,0.007129168],"category_scores_gemma":[0.001422383,0.0009540507,0.001119589,0.002323684,0.001375564,0.001788316,0.001105173,0.00190471,0.002870958],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008434922,"about_ca_system_score_gemma":0.0007569062,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003377582,"about_ca_topic_score_gemma":0.003862815,"domain_scores_codex":[0.9995694,0.00008741784,0.00002114878,0.00008421632,0.0002170277,0.00002091701],"domain_scores_gemma":[0.9995937,0.0002297446,0.0000168038,0.00005065027,0.0000879124,0.00002118541],"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":[0.00003846957,0.00004761475,0.0001461973,0.0007797793,0.0001279577,0.00009064355,0.0001174268,0.1961967,0.009031693,0.3053118,0.04488125,0.4432305],"study_design_scores_gemma":[0.0000109172,0.00002906907,0.0004207262,0.00008370275,0.00003748342,0.0002042885,0.00002475769,0.6304963,0.002252799,0.2893318,0.07706081,0.0000473833],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.00114341,0.01835517,0.9617818,0.0005090663,0.0006470124,0.00003375579,0.0001339858,0.0005265067,0.0168693],"genre_scores_gemma":[0.06048941,0.03267173,0.781197,0.0004835359,0.002379843,0.0001946821,0.0006846383,0.001536526,0.1203627],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.007129168,"threshold_uncertainty_score":0.02384943,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4247128071","doi":"10.1007/978-3-030-15600-8","title":"Array Processing","year":2019,"lang":"en","type":"book","venue":"Springer topics in signal processing","topic":"Antenna Design and Optimization","field":"Engineering","cited_by":73,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Institut National de la Recherche Scientifique; Université du Québec à Montréal","funders":"","keywords":"Beamforming; Array processing; Kronecker product; Flexibility (engineering); Computer science; Adaptive beamformer; Differential (mechanical device); Product (mathematics); Signal processing; Kronecker delta; Algorithm; Electronic engineering; Mathematics; Engineering; Telecommunications; Physics; Digital signal processing; Computer hardware","authors":[{"name":"Jacob Benesty","is_ca":true},{"name":"Israel Cohen","is_ca":false},{"name":"Jingdong Chen","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01442250066919201,"gpt":0.2192784275809878,"spread":0.2048559269117958,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002127662,0.001133787,0.0007410086,0.000937592,0.000338451,0.001571159,0.0007116412,0.0009305036,0.1023509],"category_scores_gemma":[0.0006217444,0.0003815186,0.0004214624,0.001214012,0.0003549036,0.0008719134,0.001019279,0.001130004,0.1040606],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002170683,"about_ca_system_score_gemma":0.0002952768,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000309065,"about_ca_topic_score_gemma":0.0005649708,"domain_scores_codex":[0.9996907,0.00002490986,0.00001196388,0.00008123745,0.0001708472,0.00002037227],"domain_scores_gemma":[0.9997475,0.00004496576,0.00001177945,0.0000798918,0.0001007497,0.00001516677],"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":[0.00006330937,0.00002736287,0.00007840495,0.0002534092,0.00002824988,0.00007661508,0.00003171873,0.004474835,0.02588691,0.0160523,0.1474269,0.8055999],"study_design_scores_gemma":[0.0000160456,0.0001050152,0.0005827096,0.000118612,0.00003577146,0.000617251,0.00004138448,0.02762506,0.02413923,0.02445928,0.9222217,0.00003798132],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.001631121,0.01151144,0.6953444,0.0009467704,0.004075726,0.00009493341,0.001021186,0.004770425,0.2806039],"genre_scores_gemma":[0.02030037,0.00984859,0.145221,0.001004251,0.002031721,0.0001645763,0.002941028,0.001153438,0.8173351],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.1023509,"threshold_uncertainty_score":0.3423977,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2132882255","doi":"10.1007/978-3-642-22574-1","title":"A Perspective on Stereophonic Acoustic Echo Cancellation","year":2011,"lang":"en","type":"book","venue":"Springer topics in signal processing","topic":"Advanced Adaptive Filtering Techniques","field":"Engineering","cited_by":62,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Institut National de la Recherche Scientifique; Université du Québec à Montréal","funders":"","keywords":"Stereophonic sound; Loudspeaker; Echo (communications protocol); Teleconference; Acoustics; Computer science; Sound quality; Perspective (graphical); Telecommunications; Speech recognition; Physics; Artificial intelligence; Computer network","authors":[{"name":"Jacob Benesty","is_ca":true},{"name":"Constantin Paleologu","is_ca":false},{"name":"Tomas Gänsler","is_ca":false},{"name":"Silviu Ciochină","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02501946467138817,"gpt":0.2611985502338942,"spread":0.2361790855625061,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002852586,0.0009520071,0.0006516411,0.001245072,0.0003414815,0.001664859,0.0009692052,0.001836085,0.0239867],"category_scores_gemma":[0.0005464754,0.0003459298,0.0003930568,0.001322422,0.000741099,0.002026365,0.0008449346,0.001798724,0.01250671],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004083869,"about_ca_system_score_gemma":0.0003922436,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005612891,"about_ca_topic_score_gemma":0.001183804,"domain_scores_codex":[0.9997236,0.00002820124,0.00001097575,0.00003641091,0.000183041,0.00001773195],"domain_scores_gemma":[0.9997297,0.0001267777,0.000008426699,0.00002193435,0.00009834325,0.00001482873],"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":[0.0000710916,0.00008000494,0.0000822041,0.0009696514,0.00002591106,0.0003020135,0.0001333092,0.005199841,0.02931826,0.194284,0.07610451,0.6934293],"study_design_scores_gemma":[0.00001317644,0.0001037756,0.0002749735,0.0002394611,0.00001927431,0.001195502,0.00007920233,0.01160114,0.01057601,0.07528435,0.9005685,0.00004455688],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"review","genre_scores_codex":[0.002022267,0.1721558,0.4924753,0.002544875,0.009570725,0.00004971042,0.0001908535,0.0008901808,0.3201002],"genre_scores_gemma":[0.0284879,0.136878,0.1279965,0.003324979,0.008493797,0.00007040101,0.0003509669,0.0003400785,0.6940573],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.0239867,"threshold_uncertainty_score":0.08024347,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1561065572","doi":"10.1007/978-3-642-00296-0_11","title":"Spectral Enhancement Methods","year":2009,"lang":"en","type":"book-chapter","venue":"Springer topics in signal processing","topic":"Speech and Audio Processing","field":"Computer Science","cited_by":50,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Institut National de la Recherche Scientifique","funders":"","keywords":"Speech enhancement; Short-time Fourier transform; Computer science; Noise (video); Estimator; Speech recognition; Focus (optics); Fourier transform; Distortion (music); Frequency domain; Spectral density estimation; SIGNAL (programming language); Algorithm; Artificial intelligence; Noise reduction; Mathematics; Fourier analysis; Statistics; Physics; Telecommunications; Computer vision","authors":[{"name":"Jacob Benesty","is_ca":true},{"name":"Jingdong Chen","is_ca":false},{"name":"Yiteng Huang","is_ca":false},{"name":"Israel Cohen","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03451509663028583,"gpt":0.3139632434026892,"spread":0.2794481467724034,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004298792,0.001049331,0.0004616439,0.0007918318,0.0003271477,0.0009383628,0.0007700862,0.0007491555,0.0263152],"category_scores_gemma":[0.0006279833,0.0003728866,0.000486359,0.0005725053,0.0004093286,0.00106099,0.0009479054,0.0009322242,0.020339],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001716807,"about_ca_system_score_gemma":0.0002746044,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002483875,"about_ca_topic_score_gemma":0.0004466767,"domain_scores_codex":[0.9997075,0.00003478223,0.00001169264,0.00008386847,0.0001432318,0.00001885861],"domain_scores_gemma":[0.9997734,0.00005388499,0.00001285916,0.00006892901,0.00007812588,0.00001275217],"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":[0.00008021536,0.00006326904,0.0001460525,0.0002660575,0.00003128185,0.00006929626,0.00007077678,0.004653085,0.07999301,0.0274183,0.01858899,0.8686197],"study_design_scores_gemma":[0.00004103575,0.0002263526,0.00190352,0.0002373141,0.0001182096,0.001731413,0.0001279024,0.1971543,0.1988388,0.0483121,0.5512315,0.0000775736],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.002137688,0.00244706,0.9565957,0.0001324368,0.0003696873,0.00006170358,0.0001155531,0.001477512,0.03666264],"genre_scores_gemma":[0.05826437,0.006374673,0.7112073,0.0004085081,0.0005096349,0.0002011068,0.0008173818,0.00110223,0.2211148],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.0263152,"threshold_uncertainty_score":0.08803308,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4385693006","doi":"10.1007/978-3-031-36974-2","title":"Microphone Arrays","year":2023,"lang":"en","type":"book","venue":"Springer topics in signal processing","topic":"Speech and Audio Processing","field":"Computer Science","cited_by":41,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Institut National de la Recherche Scientifique; Université du Québec à Montréal","funders":"","keywords":"Microphone; Computer science; Acoustics; Physics; Telecommunications","authors":[{"name":"Jacob Benesty","is_ca":true},{"name":"Gongping Huang","is_ca":false},{"name":"Jingdong Chen","is_ca":false},{"name":"Ningning Pan","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02428225583860369,"gpt":0.254110005089544,"spread":0.2298277492509403,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001993608,0.001726444,0.001021533,0.0008429519,0.0004302063,0.001373156,0.001083696,0.001541362,0.1676344],"category_scores_gemma":[0.0006357706,0.000640065,0.0005720673,0.001060691,0.0002560357,0.001263375,0.001201986,0.001072016,0.1790675],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002165399,"about_ca_system_score_gemma":0.0002695562,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002935614,"about_ca_topic_score_gemma":0.0007493854,"domain_scores_codex":[0.999568,0.00003197938,0.00001449084,0.0001110985,0.000249547,0.00002477183],"domain_scores_gemma":[0.9997491,0.00004699262,0.0000137831,0.00005088339,0.0001145158,0.00002464416],"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":[0.000171344,0.000035628,0.0001121573,0.0004940888,0.00003694272,0.0001928758,0.0000488739,0.001889529,0.08795721,0.01005165,0.1540402,0.7449695],"study_design_scores_gemma":[0.00002205376,0.00011733,0.0005465179,0.00009258912,0.00004206837,0.001620531,0.00004075921,0.00563043,0.02971575,0.00434338,0.9577855,0.00004313225],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.001776405,0.0151484,0.5172173,0.0006476632,0.005282752,0.0001491955,0.002024984,0.009779773,0.4479735],"genre_scores_gemma":[0.01417383,0.00704182,0.08329091,0.000677234,0.001271259,0.0001199125,0.002177089,0.0008829218,0.890365],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.1676344,"threshold_uncertainty_score":0.560793,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W364310421","doi":"10.1007/978-3-319-00711-3","title":"Computer Vision Analysis of Image Motion by Variational Methods","year":2013,"lang":"en","type":"book","venue":"Springer topics in signal processing","topic":"Advanced Vision and Imaging","field":"Computer Science","cited_by":27,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Institut National de la Recherche Scientifique","funders":"","keywords":"Motion (physics); Image (mathematics); Statistic; Computer science; Computer vision; Motion analysis; Artificial intelligence; Variational method; Variational analysis; Calculus (dental); Classical mechanics; Mathematics; Computer graphics (images); Applied mathematics; Physics; Mathematical analysis; Statistics","authors":[{"name":"Amar Mitiche","is_ca":true},{"name":"J.K. Aggarwal","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01677894488475118,"gpt":0.3357113824124073,"spread":0.3189324375276561,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000460289,0.0007486965,0.001014507,0.001120425,0.0002088289,0.001182247,0.001333008,0.0008769605,0.004642247],"category_scores_gemma":[0.001247423,0.0006768042,0.001024427,0.001357432,0.0007439932,0.001035713,0.0009129416,0.001493378,0.001587322],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006642168,"about_ca_system_score_gemma":0.0005931748,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004664527,"about_ca_topic_score_gemma":0.004071895,"domain_scores_codex":[0.9998036,0.00003659995,0.000009176317,0.00004674085,0.00008778633,0.00001610816],"domain_scores_gemma":[0.9997615,0.0001175888,0.00001787056,0.00003507351,0.00005483593,0.00001306628],"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":[0.0000384144,0.00003187118,0.0002633626,0.0004839246,0.0001844758,0.00007029592,0.0001134898,0.295416,0.0184107,0.2034931,0.02159466,0.4598997],"study_design_scores_gemma":[0.000007489061,0.00001103313,0.0002647807,0.00002824386,0.00001993603,0.00008526923,0.00001159036,0.8809411,0.002179174,0.09845635,0.01797916,0.00001594468],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.0008201005,0.001866977,0.9943468,0.0001659396,0.0001014037,0.0000123581,0.00005273069,0.0001685843,0.002465004],"genre_scores_gemma":[0.0999224,0.00921957,0.8544973,0.0002296583,0.00056502,0.000130989,0.0006359122,0.0007091928,0.03409],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.004664527,"threshold_uncertainty_score":0.01552987,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4249742919","doi":"10.1007/978-3-642-15352-5_3","title":"Basic Methods","year":2010,"lang":"en","type":"book-chapter","venue":"Springer topics in signal processing","topic":"Medical Image Segmentation Techniques","field":"Computer Science","cited_by":10,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Institut National de la Recherche Scientifique","funders":"","keywords":"Geodesic; Computer science; Edge detection; Set (abstract data type); Image (mathematics); Artificial intelligence; Segmentation; Level set (data structures); Implementation; Mathematics; Algorithm; Image processing; Geometry","authors":[{"name":"Amar Mitiche","is_ca":true},{"name":"Ismail Ben Ayed","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04064760612503763,"gpt":0.3489460647863787,"spread":0.3082984586613411,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007355963,0.001441975,0.001122727,0.002034999,0.0009676089,0.00182305,0.002499883,0.001374602,0.1439605],"category_scores_gemma":[0.001885927,0.0006084467,0.001130959,0.001238088,0.0006867007,0.001797505,0.002053469,0.001415079,0.1086003],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005178514,"about_ca_system_score_gemma":0.001056432,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000840552,"about_ca_topic_score_gemma":0.0009672684,"domain_scores_codex":[0.9990962,0.00009467833,0.0000388889,0.0002298827,0.0004695554,0.00007087929],"domain_scores_gemma":[0.9994016,0.0001178639,0.00002229035,0.0002349522,0.0001922467,0.00003106284],"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":[0.0001006526,0.0001044048,0.0003173455,0.0007074763,0.00004675221,0.0001140972,0.0001290679,0.006585493,0.01089396,0.2448982,0.1843898,0.5517128],"study_design_scores_gemma":[0.00003786268,0.00006753519,0.0003661137,0.000145072,0.00003487335,0.000431371,0.00005315639,0.0294016,0.009208146,0.1553318,0.804876,0.00004639732],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.001255426,0.002562786,0.8014909,0.0004371134,0.001468071,0.0003001502,0.00319919,0.006389801,0.1828965],"genre_scores_gemma":[0.03063602,0.004222531,0.4688551,0.0007870237,0.0009027064,0.001301752,0.009340503,0.004689639,0.4792647],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.1439605,"threshold_uncertainty_score":0.4815957,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W193036067","doi":"10.1007/978-3-642-11130-3_4","title":"Variable Step-Size Adaptive Filters for Echo Cancellation","year":2009,"lang":"en","type":"book-chapter","venue":"Springer topics in signal processing","topic":"Advanced Adaptive Filtering Techniques","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Institut National de la Recherche Scientifique","funders":"","keywords":"Adaptive filter; Robustness (evolution); Algorithm; Least mean squares filter; Recursive least squares filter; Microphone; Computer science; Control theory (sociology); Mathematics; Artificial intelligence; Telecommunications","authors":[{"name":"Constantin Paleologu","is_ca":false},{"name":"Jacob Benesty","is_ca":true},{"name":"Silviu Ciochină","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.023691729793373,"gpt":0.246412223598278,"spread":0.222720493804905,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001995793,0.0007447635,0.0004141467,0.0004025447,0.0001588469,0.0006137421,0.0006778574,0.001025042,0.01024527],"category_scores_gemma":[0.000617313,0.0002731148,0.0003273414,0.0007656994,0.0002999404,0.0009074131,0.0003455415,0.001310339,0.006561505],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001566683,"about_ca_system_score_gemma":0.0001707075,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002187051,"about_ca_topic_score_gemma":0.000574304,"domain_scores_codex":[0.9998413,0.00002232645,0.000007614602,0.00002648032,0.00009248747,0.000009756097],"domain_scores_gemma":[0.9997837,0.0001162786,0.00001004535,0.0000305482,0.00005400638,0.00000545572],"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":[0.00009635644,0.00005482104,0.0000850435,0.0003183353,0.00004630751,0.0001031504,0.00004414284,0.0141318,0.1051317,0.04767285,0.01535957,0.8169559],"study_design_scores_gemma":[0.00006748337,0.0003076699,0.0009999353,0.0002054616,0.0001430586,0.001441039,0.00005496361,0.3767147,0.13881,0.07425199,0.406896,0.0001077444],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.001471961,0.004784155,0.9819727,0.0001288314,0.0004772618,0.0000172432,0.00004002354,0.0005323078,0.01057552],"genre_scores_gemma":[0.05606251,0.01345655,0.7804917,0.0005687801,0.0008916252,0.0001143008,0.0003990231,0.0005297547,0.1474858],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01024527,"threshold_uncertainty_score":0.0342738,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W67302760","doi":"10.1007/978-3-642-33753-6_3","title":"Study and Design of First-Order Differential Arrays","year":2012,"lang":"en","type":"book-chapter","venue":"Springer topics in signal processing","topic":"Antenna Design and Optimization","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Institut National de la Recherche Scientifique; Université du Québec à Montréal","funders":"","keywords":"Differential (mechanical device); Order (exchange); Computer science; Engineering; Business; Aerospace engineering","authors":[{"name":"Jacob Benesty","is_ca":true},{"name":"Jingdong Chen","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03018866680147655,"gpt":0.2276972576819491,"spread":0.1975085908804725,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002837064,0.0004017394,0.0005021615,0.0002386812,0.0001493097,0.0009711957,0.0006833975,0.000596557,0.001861515],"category_scores_gemma":[0.001105361,0.0004001758,0.0003246462,0.0003443972,0.0003916236,0.000742134,0.0004632633,0.0005139178,0.0006526678],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005064619,"about_ca_system_score_gemma":0.000249985,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001496926,"about_ca_topic_score_gemma":0.000222688,"domain_scores_codex":[0.999743,0.00006075231,0.000007457081,0.00004098947,0.0001229966,0.00002476286],"domain_scores_gemma":[0.9996358,0.0002082067,0.00003542372,0.00003347412,0.00007284151,0.00001425961],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000113704,0.00006323803,0.001041314,0.0006586846,0.00008718988,0.0001886073,0.000241266,0.5537478,0.08225557,0.161512,0.003235698,0.1968549],"study_design_scores_gemma":[0.00001733061,0.000174926,0.000450929,0.00005534968,0.00002970868,0.0006021059,0.00005878769,0.912657,0.02541102,0.03631396,0.02420798,0.00002090247],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.01207858,0.002765127,0.965185,0.0001750747,0.00008507229,0.00001969194,0.00002802849,0.0001221934,0.01954125],"genre_scores_gemma":[0.5884954,0.005837875,0.380472,0.0002951979,0.0002315584,0.0001015729,0.0001542469,0.000156497,0.02425572],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.001861515,"threshold_uncertainty_score":0.006227374,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4249333787","doi":"10.1007/978-3-642-00296-0_6","title":"Fundamental Properties","year":2009,"lang":"en","type":"book-chapter","venue":"Springer topics in signal processing","topic":"Structural Health Monitoring Techniques","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Institut National de la Recherche Scientifique","funders":"","keywords":"Simple (philosophy); Computer science; Reduction (mathematics); Mathematics; Geometry; Philosophy","authors":[{"name":"Jacob Benesty","is_ca":true},{"name":"Jingdong Chen","is_ca":false},{"name":"Yiteng Huang","is_ca":false},{"name":"Israel Cohen","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0404671597566205,"gpt":0.270021410150743,"spread":0.2295542503941225,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002373004,0.0007623659,0.0005491449,0.001084852,0.001189664,0.0017887,0.000695962,0.0007738114,0.04625703],"category_scores_gemma":[0.0009095741,0.0002094032,0.0004953935,0.0005877556,0.001372278,0.002678274,0.001317451,0.001799105,0.0154973],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004615856,"about_ca_system_score_gemma":0.0004512489,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002887099,"about_ca_topic_score_gemma":0.0002040846,"domain_scores_codex":[0.9996948,0.00002975123,0.00001260441,0.0001061048,0.0001035041,0.00005313897],"domain_scores_gemma":[0.9997731,0.00005169854,0.00001952504,0.00005095307,0.00007955983,0.00002516579],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001051806,0.00001616478,0.00005200911,0.00004872686,0.000003757132,0.00002453077,0.00007865507,0.0001600761,0.001064615,0.9642558,0.01335876,0.0209264],"study_design_scores_gemma":[0.000006823711,0.00001974226,0.0001514507,0.00002132462,0.000004976998,0.0001594277,0.00005176837,0.0008521709,0.00102002,0.9047166,0.09298693,0.00000886938],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0215637,0.001782576,0.1009678,0.002108362,0.002095899,0.0001127421,0.001001281,0.0003587918,0.8700088],"genre_scores_gemma":[0.4067785,0.004526721,0.04404402,0.002291598,0.003641354,0.0005904715,0.002752665,0.001191895,0.5341828],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.953743,"threshold_uncertainty_score":0.1547452,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4247301657","doi":"10.1007/978-3-319-14842-7_5","title":"Design of Third-Order Circular Differential Arrays","year":2015,"lang":"en","type":"book-chapter","venue":"Springer topics in signal processing","topic":"Antenna Design and Optimization","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Institut National de la Recherche Scientifique; Université du Québec à Montréal","funders":"","keywords":"Differential (mechanical device); Order (exchange); Code division multiple access; Third order; Microphone array; Computer science; Mathematics; Electronic engineering; Telecommunications; Microphone; Engineering; Aerospace engineering","authors":[{"name":"Jacob Benesty","is_ca":true},{"name":"Jingdong Chen","is_ca":false},{"name":"Israel Cohen","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03712544120029456,"gpt":0.2310338294453587,"spread":0.1939083882450642,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002204634,0.0004383513,0.0003927256,0.0002220758,0.0001695481,0.0008314066,0.0006389773,0.0005581141,0.002328209],"category_scores_gemma":[0.0005191515,0.0003390294,0.0003658625,0.0003747456,0.0002721149,0.0003866822,0.0005497042,0.0004131792,0.001113989],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005758118,"about_ca_system_score_gemma":0.0003285824,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001370318,"about_ca_topic_score_gemma":0.0002787229,"domain_scores_codex":[0.9998023,0.00003581752,0.000007082965,0.00003214136,0.00009219554,0.00003054486],"domain_scores_gemma":[0.9997789,0.00006582936,0.00003704064,0.00003375729,0.00006909353,0.0000152489],"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":[0.0002536483,0.00007755754,0.001329176,0.0005167373,0.0001198135,0.00023474,0.0002769942,0.2712188,0.2499089,0.1209378,0.006443579,0.3486823],"study_design_scores_gemma":[0.00004656246,0.0003350279,0.0009794103,0.00007872954,0.00005031622,0.001222621,0.0001038584,0.7574944,0.1416336,0.03690262,0.06109829,0.00005454361],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01263065,0.0006857492,0.9645107,0.0001330049,0.00009051755,0.00002841148,0.00004703088,0.0002719981,0.02160196],"genre_scores_gemma":[0.4276087,0.001414094,0.5497421,0.0003389148,0.00009856956,0.0001400507,0.0002161394,0.0001719346,0.02026948],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002328209,"threshold_uncertainty_score":0.007788658,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4245704871","doi":"10.1007/978-3-642-00296-0_3","title":"Introduction","year":2009,"lang":"en","type":"book-chapter","venue":"Springer topics in signal processing","topic":"Speech and Audio Processing","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Institut National de la Recherche Scientifique","funders":"","keywords":"Compromise; Computer science; Distortion (music); Microphone; Noise reduction; Noise (video); Telecommunications; Artificial intelligence; Political science; Amplifier","authors":[{"name":"Jacob Benesty","is_ca":true},{"name":"Jingdong Chen","is_ca":false},{"name":"Yiteng Huang","is_ca":false},{"name":"Israel Cohen","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01808085526680966,"gpt":0.2409154348506101,"spread":0.2228345795838004,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0006649766,0.0009939342,0.0005813944,0.001618565,0.001142507,0.003654431,0.001664914,0.001569249,0.6251395],"category_scores_gemma":[0.002302042,0.0003034067,0.000556086,0.001339649,0.0004973586,0.00267101,0.002542678,0.001652149,0.5559668],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009822784,"about_ca_system_score_gemma":0.001758282,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001475937,"about_ca_topic_score_gemma":0.002282676,"domain_scores_codex":[0.999342,0.0000591429,0.00002374138,0.0001381448,0.0003668824,0.00007008767],"domain_scores_gemma":[0.9991164,0.0001075126,0.00002988554,0.0001281641,0.0004171087,0.0002008995],"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":[0.00002751426,0.00003331096,0.00008832567,0.0001724931,0.000002556843,0.00005078147,0.00007920105,0.0001105396,0.0005693279,0.02074747,0.7746575,0.203461],"study_design_scores_gemma":[0.000001893127,0.000006610663,0.00005472199,0.00004681119,9.554757e-7,0.0000329708,0.00001990839,0.00002102722,0.00009409407,0.002337975,0.9973808,0.000002387814],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0004505923,0.003575057,0.008096329,0.003429531,0.008890565,0.0001821717,0.002737015,0.001693717,0.9709451],"genre_scores_gemma":[0.001181615,0.001920632,0.001965547,0.001179022,0.001076356,0.0000898221,0.001912365,0.0003428151,0.9903319],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3748605,"threshold_uncertainty_score":0.534693,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W180609803","doi":"10.1007/978-3-319-00711-3_3","title":"Optical Flow Estimation","year":2013,"lang":"en","type":"book-chapter","venue":"Springer topics in signal processing","topic":"Advanced Vision and Imaging","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Institut National de la Recherche Scientifique","funders":"","keywords":"Optical flow; Vector field; Estimation; Velocity vector; Flow (mathematics); Computer science; Environmental science; Remote sensing; Optics; Geography; Computer vision; Physics; Engineering; Mechanics; Image (mathematics); Systems engineering","authors":[{"name":"Amar Mitiche","is_ca":true},{"name":"J.K. Aggarwal","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02391200396217505,"gpt":0.276951526104388,"spread":0.253039522142213,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003226145,0.001135604,0.0007164095,0.001367531,0.0003362677,0.00127219,0.00106373,0.0009871385,0.02960462],"category_scores_gemma":[0.0007952376,0.0005622135,0.0005552092,0.001204995,0.000444197,0.001511094,0.00102937,0.001024559,0.01881861],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003404552,"about_ca_system_score_gemma":0.0005150273,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001612169,"about_ca_topic_score_gemma":0.001689579,"domain_scores_codex":[0.9997818,0.00001723833,0.000008458636,0.0000783559,0.00009790574,0.00001633389],"domain_scores_gemma":[0.9998358,0.000030064,0.00001168908,0.00004531678,0.00006529974,0.00001172805],"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":[0.00002874193,0.00002399399,0.00008685844,0.0001217527,0.00002071104,0.00002463685,0.00001936215,0.008085588,0.0109424,0.01810061,0.04056928,0.921976],"study_design_scores_gemma":[0.00002121586,0.00009882944,0.001298934,0.000212494,0.00007166446,0.0006801221,0.00004134663,0.3742846,0.05549566,0.06327547,0.5044337,0.00008592111],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.0008917811,0.003515729,0.9644735,0.0002816792,0.0005119357,0.00004174905,0.0002231191,0.001987591,0.02807284],"genre_scores_gemma":[0.0450434,0.01192992,0.6788282,0.0004172011,0.0008733416,0.0001263405,0.002374284,0.001142003,0.2592652],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.02960462,"threshold_uncertainty_score":0.09903729,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4237188954","doi":"10.1007/978-3-642-15352-5_1","title":"Introduction","year":2010,"lang":"en","type":"book-chapter","venue":"Springer topics in signal processing","topic":"Medical Image Segmentation Techniques","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Institut National de la Recherche Scientifique","funders":"","keywords":"Disjoint sets; Image (mathematics); Artificial intelligence; Image segmentation; Focus (optics); Domain (mathematical analysis); Computer science; Market segmentation; Segmentation; Scale-space segmentation; Segmentation-based object categorization; Computer vision; Set (abstract data type); Pattern recognition (psychology); Mathematics; Combinatorics","authors":[{"name":"Amar Mitiche","is_ca":true},{"name":"Ismail Ben Ayed","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01935927856788975,"gpt":0.2721297599357964,"spread":0.2527704813679066,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0005649619,0.0009998855,0.0005909452,0.001673019,0.00109216,0.003560304,0.001572637,0.001544929,0.6045706],"category_scores_gemma":[0.00191017,0.0002995055,0.0005376188,0.001426909,0.0004508248,0.002644095,0.002415084,0.001511583,0.5311562],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008702858,"about_ca_system_score_gemma":0.001547015,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001293643,"about_ca_topic_score_gemma":0.002140413,"domain_scores_codex":[0.9993931,0.0000522459,0.00002176671,0.0001233486,0.0003470515,0.00006241707],"domain_scores_gemma":[0.9992644,0.00008909109,0.00002526651,0.0001109803,0.0003471753,0.0001630916],"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":[0.00002998828,0.00004005909,0.00009403761,0.0001940223,0.000002964291,0.00006361781,0.00008503234,0.0001412386,0.0007854377,0.02278245,0.7156975,0.2600836],"study_design_scores_gemma":[0.000001836502,0.000007329053,0.00005865907,0.00004915107,0.000001060084,0.00004091328,0.00002032428,0.00002985758,0.0001245393,0.002502231,0.9971616,0.000002530685],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0004786154,0.003542734,0.008798494,0.002548555,0.007090744,0.0001700245,0.00222401,0.001636497,0.9735104],"genre_scores_gemma":[0.001170759,0.001838935,0.002060227,0.0008970706,0.0008400214,0.00008017445,0.001661884,0.0003137259,0.9911371],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3954294,"threshold_uncertainty_score":0.5640321,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2752553280","doi":"10.1007/978-981-287-739-0_6","title":"Multichannel Signal Enhancement in the STFT Domain","year":2016,"lang":"en","type":"book-chapter","venue":"Springer topics in signal processing","topic":"Speech and Audio Processing","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Institut National de la Recherche Scientifique","funders":"","keywords":"Short-time Fourier transform; SIGNAL (programming language); Noise (video); Computer science; Frequency domain; Noise reduction; Time domain; Domain (mathematical analysis); Speech recognition; Acoustics; Fourier transform; Artificial intelligence; Mathematics; Physics; Computer vision; Fourier analysis","authors":[{"name":"Jacob Benesty","is_ca":true},{"name":"Mads Græsbøll Christensen","is_ca":false},{"name":"Jesper Rindom Jensen","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02484912416319292,"gpt":0.255845451109418,"spread":0.2309963269462251,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001988639,0.0006819924,0.0003896547,0.0005065652,0.0001290199,0.000756058,0.0003799486,0.0005814271,0.01187282],"category_scores_gemma":[0.0004698531,0.0002195496,0.0003256199,0.0005764565,0.000289384,0.000924707,0.0004761717,0.0007744469,0.00681325],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001288663,"about_ca_system_score_gemma":0.0001575474,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001803725,"about_ca_topic_score_gemma":0.0004079514,"domain_scores_codex":[0.9998796,0.00001099483,0.000005683073,0.00002524665,0.00006962757,0.000008834981],"domain_scores_gemma":[0.9997934,0.00007848274,0.00001542332,0.0000384162,0.00006418944,0.00001013179],"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":[0.0001352433,0.00004051836,0.000139701,0.0003889019,0.00002975441,0.0001726438,0.00006079656,0.003886937,0.244435,0.01307101,0.006955412,0.730684],"study_design_scores_gemma":[0.00005073443,0.0005041493,0.003032982,0.0003171949,0.0001466164,0.004645896,0.0001140069,0.15909,0.4825958,0.02518496,0.3242374,0.00008023653],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.01358071,0.01093441,0.9353976,0.0003883794,0.0009434529,0.00005181005,0.0001539212,0.001611086,0.03693867],"genre_scores_gemma":[0.1058873,0.01871685,0.691844,0.0003989405,0.001586159,0.00005773806,0.0005585312,0.0006418593,0.1803086],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01187282,"threshold_uncertainty_score":0.03971857,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4232872903","doi":"10.1007/978-3-642-15352-5_4","title":"Multiregion Segmentation","year":2010,"lang":"en","type":"book-chapter","venue":"Springer topics in signal processing","topic":"Medical Image Segmentation Techniques","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Institut National de la Recherche Scientifique","funders":"","keywords":"Partition (number theory); Mathematics; Segmentation; Image (mathematics); Domain (mathematical analysis); Plane (geometry); Geometry; Computer science; Artificial intelligence; Combinatorics; Mathematical analysis","authors":[{"name":"Amar Mitiche","is_ca":true},{"name":"Ismail Ben Ayed","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02917105946534771,"gpt":0.2918576990864906,"spread":0.2626866396211429,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003463521,0.001087811,0.0008568012,0.00181647,0.0004880841,0.001639317,0.00126882,0.001206851,0.03930397],"category_scores_gemma":[0.0005013546,0.0008435079,0.0008654856,0.001683781,0.000398447,0.001548594,0.001209208,0.0008431765,0.02264969],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003565231,"about_ca_system_score_gemma":0.0004118304,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005687485,"about_ca_topic_score_gemma":0.001114763,"domain_scores_codex":[0.9996952,0.00002116995,0.00001463212,0.0001183092,0.0001236066,0.0000270829],"domain_scores_gemma":[0.9997556,0.00004386492,0.00001413931,0.00009782179,0.00007209316,0.00001646165],"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":[0.0001109885,0.00003737953,0.0002219905,0.0004894812,0.0000605956,0.00024329,0.00009090528,0.01062176,0.1215374,0.01671094,0.02943471,0.8204405],"study_design_scores_gemma":[0.00002482374,0.0001625042,0.002576541,0.0002845703,0.0001652414,0.005708726,0.0001154605,0.1462623,0.236793,0.04087376,0.5669389,0.00009414085],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.003553416,0.004911987,0.9307085,0.0001736929,0.0003098204,0.00011329,0.0006000506,0.005024246,0.05460502],"genre_scores_gemma":[0.05488703,0.005666423,0.8110819,0.000322855,0.0002456431,0.0001190237,0.002693519,0.003541808,0.1214418],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.03930397,"threshold_uncertainty_score":0.1314849,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1918030037","doi":"10.1007/978-3-319-14842-7_6","title":"Superdirective Beamforming with Circular Arrays","year":2015,"lang":"en","type":"book-chapter","venue":"Springer topics in signal processing","topic":"Antenna Design and Optimization","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Université du Québec; Institut National de la Recherche Scientifique; Université du Québec à Montréal","funders":"","keywords":"Beamforming; Acoustics; Geology; Computer science; Physics; Telecommunications","authors":[{"name":"Jacob Benesty","is_ca":true},{"name":"Jingdong Chen","is_ca":false},{"name":"Israel Cohen","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02292709669767695,"gpt":0.2156658258711254,"spread":0.1927387291734485,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002925865,0.001164048,0.0005671216,0.0004430089,0.000176807,0.00116872,0.0005686986,0.000656666,0.01025265],"category_scores_gemma":[0.000509696,0.0005678702,0.0003730456,0.001041005,0.0006645407,0.001092948,0.001120395,0.001289602,0.008530337],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003273935,"about_ca_system_score_gemma":0.0003093162,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001183536,"about_ca_topic_score_gemma":0.0002589123,"domain_scores_codex":[0.9996278,0.00006814444,0.00001431457,0.00005864834,0.0002106197,0.0000204715],"domain_scores_gemma":[0.999712,0.0001308244,0.00002476961,0.00004814938,0.00006870427,0.00001550322],"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":[0.0001382894,0.00003640826,0.0001733477,0.0005839166,0.00006598484,0.0001579959,0.0001350788,0.04539051,0.09134101,0.1985933,0.02375472,0.6396295],"study_design_scores_gemma":[0.00004720336,0.0002047693,0.0007893576,0.0004032346,0.0000627292,0.001839678,0.0001356723,0.1769442,0.08999559,0.273101,0.4563456,0.0001309348],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.002108399,0.006763795,0.8856965,0.0003057044,0.0004965391,0.00002218807,0.00007298084,0.0004088702,0.104125],"genre_scores_gemma":[0.09073157,0.03111314,0.6231511,0.0008660423,0.001490041,0.000204247,0.0005517435,0.0006853484,0.2512069],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01025265,"threshold_uncertainty_score":0.03429854,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W18506793","doi":"10.1007/978-3-642-00296-0_10","title":"Optimal Filters in the Transform Domain","year":2009,"lang":"en","type":"book-chapter","venue":"Springer topics in signal processing","topic":"Structural Health Monitoring Techniques","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Institut National de la Recherche Scientifique","funders":"","keywords":"Reduction (mathematics); Noise reduction; Filter (signal processing); Noise (video); Algorithm; Domain (mathematical analysis); Computer science; Mathematics; Mathematical optimization; Artificial intelligence; Image (mathematics); Computer vision","authors":[{"name":"Jacob Benesty","is_ca":true},{"name":"Jingdong Chen","is_ca":false},{"name":"Yiteng Huang","is_ca":false},{"name":"Israel Cohen","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02278599467471984,"gpt":0.2723211496810544,"spread":0.2495351550063345,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000299258,0.0007581161,0.0007884969,0.0006395427,0.0001545706,0.001363952,0.0004830139,0.001067498,0.009156734],"category_scores_gemma":[0.0007793645,0.0004071805,0.0004348852,0.001043655,0.0007303603,0.001555253,0.0004795065,0.001565848,0.005906232],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003027124,"about_ca_system_score_gemma":0.0003059778,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003021611,"about_ca_topic_score_gemma":0.000405632,"domain_scores_codex":[0.9997677,0.0000284623,0.00001289621,0.00005608407,0.0001186118,0.00001623231],"domain_scores_gemma":[0.99978,0.0001220286,0.00001274877,0.00003040393,0.00004752064,0.000007318979],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00005239787,0.00003267865,0.00006322807,0.0003744091,0.00003732413,0.00006631435,0.00005956797,0.01984922,0.01646052,0.3291215,0.02930814,0.6045747],"study_design_scores_gemma":[0.00003136606,0.0001004926,0.0005088211,0.0002022075,0.00006436572,0.0005997442,0.00004905033,0.1301149,0.01660679,0.5159773,0.3356857,0.00005923736],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.001312144,0.01268606,0.9415518,0.000457323,0.0007493948,0.00001037333,0.00008405762,0.0003570569,0.04279182],"genre_scores_gemma":[0.07301148,0.05086555,0.6699612,0.0007591143,0.002621189,0.0001127635,0.0005956737,0.0009114708,0.2011615],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.009156734,"threshold_uncertainty_score":0.03063232,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4385692894","doi":"10.1007/978-3-031-36974-2_5","title":"Low-Rank Beamforming","year":2023,"lang":"en","type":"book-chapter","venue":"Springer topics in signal processing","topic":"Advanced Adaptive Filtering Techniques","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Institut National de la Recherche Scientifique; Université du Québec à Montréal","funders":"","keywords":"Rank (graph theory); Redundancy (engineering); Computer science; Beamforming; Adaptive beamformer; Theoretical computer science; Algorithm; Mathematics; Telecommunications; Combinatorics","authors":[{"name":"Jacob Benesty","is_ca":true},{"name":"Gongping Huang","is_ca":false},{"name":"Jingdong Chen","is_ca":false},{"name":"Ningning Pan","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02697011629348927,"gpt":0.2516505785806704,"spread":0.2246804622871811,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000222979,0.001494536,0.000651411,0.0007827213,0.0003431004,0.001818436,0.0006078699,0.001109592,0.05885551],"category_scores_gemma":[0.0006269481,0.0004040063,0.0003629496,0.001083716,0.0005028496,0.00113629,0.0009282247,0.001498449,0.05837309],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002730195,"about_ca_system_score_gemma":0.0003458806,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002227026,"about_ca_topic_score_gemma":0.0005482023,"domain_scores_codex":[0.9997651,0.00002939581,0.00000922348,0.0000418637,0.0001387246,0.00001576066],"domain_scores_gemma":[0.9997786,0.00006253905,0.00001173186,0.00005040288,0.00008232018,0.00001449362],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0000718657,0.00003593955,0.00007040355,0.0003463517,0.00003156452,0.0001348086,0.00005945599,0.008240144,0.04742217,0.1004471,0.09996014,0.7431802],"study_design_scores_gemma":[0.00002194396,0.0001160943,0.0004146947,0.0002107256,0.00003872584,0.001337242,0.00007110609,0.04757364,0.0419658,0.1231126,0.7850683,0.0000691713],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.001191955,0.006993974,0.7599776,0.0006460751,0.001492056,0.00004119288,0.0004034621,0.002114836,0.2271388],"genre_scores_gemma":[0.02640357,0.01382245,0.3041105,0.0009222636,0.001444721,0.0001042539,0.001607897,0.001216577,0.6503678],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.05885551,"threshold_uncertainty_score":0.1968913,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W251199642","doi":"10.1007/978-3-642-15352-5_6","title":"Region Merging Priors","year":2010,"lang":"en","type":"book-chapter","venue":"Springer topics in signal processing","topic":"Robotics and Sensor-Based Localization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Institut National de la Recherche Scientifique","funders":"","keywords":"Prior probability; Computer science; Artificial intelligence; Bayesian probability","authors":[{"name":"Amar Mitiche","is_ca":true},{"name":"Ismail Ben Ayed","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01715520034871127,"gpt":0.2178305016547892,"spread":0.2006753013060779,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001182217,0.001735862,0.001528864,0.001783042,0.0005614996,0.002390432,0.002235522,0.002226638,0.02666229],"category_scores_gemma":[0.003262415,0.001485859,0.001234925,0.002250661,0.0008702924,0.003250464,0.002473763,0.002829299,0.02089318],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006306556,"about_ca_system_score_gemma":0.0008071339,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001852347,"about_ca_topic_score_gemma":0.002431324,"domain_scores_codex":[0.9991369,0.0001621635,0.00003096787,0.0003211937,0.000290648,0.00005820425],"domain_scores_gemma":[0.9990447,0.0002882066,0.00005013097,0.0003747948,0.0001979729,0.000044144],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001727281,0.0000657177,0.0001828508,0.0002965319,0.0001022766,0.0001181527,0.00006954557,0.06594778,0.01485392,0.06118798,0.0432293,0.8137732],"study_design_scores_gemma":[0.00004152994,0.0001167608,0.0008578733,0.0002027036,0.0001562242,0.001227242,0.0000594628,0.5796694,0.04304536,0.1546368,0.2198877,0.0000990212],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0006887317,0.001538128,0.983347,0.0001609316,0.000145819,0.00003887007,0.0002330988,0.001892761,0.01195467],"genre_scores_gemma":[0.04496574,0.004048901,0.8895253,0.0004635109,0.0003941806,0.0001704035,0.00285638,0.003255025,0.05432054],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02666229,"threshold_uncertainty_score":0.08919424,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4210455171","doi":"10.1007/978-3-030-68273-6_1","title":"Introduction","year":2021,"lang":"en","type":"book-chapter","venue":"Springer topics in signal processing","topic":"Speech and Audio Processing","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Institut National de la Recherche Scientifique; Université du Québec à Montréal","funders":"","keywords":"Computer science; Signal processing; Speech recognition; Center (category theory); Telecommunications","authors":[{"name":"Jacob Benesty","is_ca":true},{"name":"Israel Cohen","is_ca":false},{"name":"Jingdong Chen","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02027257713223619,"gpt":0.2420373131036373,"spread":0.2217647359714011,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0006844276,0.00104124,0.0006160655,0.001770607,0.001244908,0.004030469,0.0016508,0.001675004,0.6639276],"category_scores_gemma":[0.002343376,0.0003308809,0.0005781832,0.001485005,0.000493781,0.002684009,0.002556896,0.001729558,0.6016385],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001060935,"about_ca_system_score_gemma":0.001848831,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001730112,"about_ca_topic_score_gemma":0.002770894,"domain_scores_codex":[0.9993153,0.00006254233,0.00002323906,0.000138997,0.0003889953,0.00007096925],"domain_scores_gemma":[0.9990759,0.0001202821,0.00003086689,0.0001271788,0.000430903,0.0002148879],"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":[0.0000232635,0.00002982598,0.00007077151,0.0001460189,0.000002035596,0.00004174392,0.0000671082,0.00009544259,0.0004095034,0.01669466,0.8171647,0.165255],"study_design_scores_gemma":[0.000001685261,0.000005742952,0.00004755718,0.00004494824,7.700337e-7,0.00002688855,0.00001898292,0.00001760438,0.00006669243,0.002028081,0.9977388,0.00000214325],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0003648579,0.003343581,0.005772343,0.00325601,0.008064929,0.0001721849,0.0029071,0.0014826,0.9746364],"genre_scores_gemma":[0.0008490412,0.001614209,0.001392123,0.001084333,0.0009271269,0.00007703732,0.001793329,0.0003124516,0.9919505],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3360724,"threshold_uncertainty_score":0.4793665,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2752891739","doi":"10.1007/978-981-287-739-0_5","title":"Multichannel Signal Enhancement in the Time Domain","year":2016,"lang":"en","type":"book-chapter","venue":"Springer topics in signal processing","topic":"Speech and Audio Processing","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Institut National de la Recherche Scientifique","funders":"","keywords":"Exploit; SIGNAL (programming language); Short-time Fourier transform; Time domain; Computer science; Domain (mathematical analysis); Algorithm; Channel (broadcasting); Spatial filter; Speech recognition; Mathematics; Fourier transform; Artificial intelligence; Telecommunications; Computer vision; Fourier analysis; Mathematical analysis","authors":[{"name":"Jacob Benesty","is_ca":true},{"name":"Mads Græsbøll Christensen","is_ca":false},{"name":"Jesper Rindom Jensen","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01959154417220252,"gpt":0.2459474723347643,"spread":0.2263559281625618,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002021666,0.0006700889,0.0003843817,0.0003852664,0.0001203757,0.0007190299,0.0004561107,0.0005322747,0.00998901],"category_scores_gemma":[0.0003280819,0.0002079475,0.0002919228,0.0004380452,0.0003256546,0.001005126,0.0004707084,0.0007790854,0.004141137],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000130152,"about_ca_system_score_gemma":0.0001166087,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001256987,"about_ca_topic_score_gemma":0.0002524066,"domain_scores_codex":[0.9999015,0.00001060077,0.000004357105,0.00002700322,0.0000492023,0.000007272789],"domain_scores_gemma":[0.9998258,0.00008128749,0.00001468397,0.00002492349,0.00004506988,0.00000833302],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001553529,0.00004827706,0.000105666,0.0005735413,0.00004420167,0.0001682247,0.00008262118,0.003989929,0.3127336,0.01937188,0.008328353,0.6543983],"study_design_scores_gemma":[0.0000470526,0.0005289517,0.002160656,0.0003401741,0.0001505003,0.003753928,0.0001067056,0.1180004,0.4407328,0.02977704,0.4043197,0.00008200846],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01378392,0.03041734,0.9010789,0.0004956382,0.00121057,0.00005316035,0.000114258,0.001101452,0.0517447],"genre_scores_gemma":[0.1304755,0.03908832,0.5684704,0.0006715884,0.002439185,0.00008985406,0.000370073,0.0005737706,0.2578213],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.00998901,"threshold_uncertainty_score":0.03341663,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2178766255","doi":"10.1007/978-3-642-33753-6_7","title":"Study and Design of Differential Arrays with the MacLaurin’s Series Approximation","year":2012,"lang":"en","type":"book-chapter","venue":"Springer topics in signal processing","topic":"Antenna Design and Optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Université du Québec à Montréal; Institut National de la Recherche Scientifique","funders":"","keywords":"Series (stratigraphy); Differential (mechanical device); Mathematics; Applied mathematics; Computer science; Engineering; Geology; Aerospace engineering","authors":[{"name":"Jacob Benesty","is_ca":true},{"name":"Jingdong Chen","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02249074318621153,"gpt":0.2078686619367724,"spread":0.1853779187505609,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008263612,0.0007049674,0.0007943852,0.0004182312,0.0001982252,0.001027118,0.0009462594,0.0008025835,0.001937348],"category_scores_gemma":[0.003071951,0.0006489982,0.0006492383,0.0007930774,0.0006853388,0.001000863,0.0006275408,0.001026693,0.0005950675],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007526234,"about_ca_system_score_gemma":0.0004313623,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003397815,"about_ca_topic_score_gemma":0.0003498066,"domain_scores_codex":[0.9995406,0.000189619,0.00001381697,0.00005647958,0.0001696961,0.000029867],"domain_scores_gemma":[0.9990069,0.0007086782,0.000068657,0.00005992757,0.0001303587,0.00002540631],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00008660537,0.00005354008,0.0005987809,0.0003104338,0.00007761492,0.0001224744,0.0001554059,0.6894991,0.01371683,0.2070895,0.002600947,0.0856887],"study_design_scores_gemma":[0.000007882954,0.00003782429,0.00008900411,0.00002030583,0.00001164443,0.0001068126,0.00001513682,0.9705421,0.002197451,0.02282088,0.00414156,0.000009458824],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.006252163,0.001114291,0.9827863,0.0001546359,0.00005435748,0.00001385967,0.00001861524,0.00007244565,0.009533232],"genre_scores_gemma":[0.5024811,0.004342956,0.4759013,0.0003467344,0.0003160239,0.000182392,0.0001235214,0.0002654694,0.01604052],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.001937348,"threshold_uncertainty_score":0.006481111,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2919198343","doi":"10.1007/978-3-030-15600-8_2","title":"Problem Formulation with Uniform Linear Arrays","year":2019,"lang":"en","type":"book-chapter","venue":"Springer topics in signal processing","topic":"Speech and Audio Processing","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Institut National de la Recherche Scientifique; Université du Québec à Montréal","funders":"","keywords":"Kronecker product; Kronecker delta; Beamforming; Context (archaeology); Product (mathematics); Computer science; Uncorrelated; Mathematics; Algorithm; Telecommunications; Statistics; Physics; Geography; Geometry","authors":[{"name":"Jacob Benesty","is_ca":true},{"name":"Israel Cohen","is_ca":false},{"name":"Jingdong Chen","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02087115068887902,"gpt":0.2385607088027864,"spread":0.2176895581139074,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009952551,0.001434729,0.001565811,0.0005704448,0.0004119088,0.002406772,0.001758129,0.002320886,0.01912584],"category_scores_gemma":[0.004084447,0.0007565615,0.000954071,0.001463432,0.0006467325,0.002020461,0.002101677,0.001890829,0.003829368],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005058448,"about_ca_system_score_gemma":0.0007522212,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002134728,"about_ca_topic_score_gemma":0.001738393,"domain_scores_codex":[0.9990332,0.0003888076,0.00003788761,0.000260899,0.000182058,0.00009714093],"domain_scores_gemma":[0.9987875,0.0008560496,0.00007253433,0.00006456556,0.0001788434,0.00004061945],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001091308,0.0001081466,0.0002546948,0.0008899928,0.00006928009,0.0003133027,0.00008370932,0.7854269,0.001523279,0.06820092,0.03271815,0.1103025],"study_design_scores_gemma":[0.00002376952,0.00007862626,0.00009325815,0.00005078929,0.00001856251,0.0001122853,0.00006160679,0.9585737,0.0005816455,0.03147243,0.008918024,0.00001531161],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.001476844,0.0008550651,0.9810882,0.0005787854,0.0002183491,0.00006942004,0.0003356095,0.0001788985,0.01519881],"genre_scores_gemma":[0.2254019,0.004419128,0.6775355,0.001624327,0.001663155,0.00132055,0.002286095,0.0006212035,0.08512831],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01912584,"threshold_uncertainty_score":0.06398237,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W285055814","doi":"10.1007/978-3-319-14842-7_8","title":"Design of Circular Differential Arrays with the Jacobi-Anger Expansion","year":2015,"lang":"en","type":"book-chapter","venue":"Springer topics in signal processing","topic":"Antenna Design and Optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Université du Québec; Institut National de la Recherche Scientifique; Université du Québec à Montréal","funders":"","keywords":"Differential (mechanical device); Beamforming; Exponential function; Mathematics; Applied mathematics; Anger; Order (exchange); Differential equation; Mathematical analysis; Computer science; Engineering; Statistics","authors":[{"name":"Jacob Benesty","is_ca":true},{"name":"Jingdong Chen","is_ca":false},{"name":"Israel Cohen","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03170133352176589,"gpt":0.2168650873019964,"spread":0.1851637537802305,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002919649,0.0006043072,0.0005004153,0.0002835396,0.0002119209,0.000733229,0.000642368,0.000632158,0.002670124],"category_scores_gemma":[0.0006359494,0.0004194357,0.0004020373,0.0004599046,0.0003640589,0.0005728269,0.0006552231,0.000488256,0.001397167],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005089561,"about_ca_system_score_gemma":0.0003038638,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001474193,"about_ca_topic_score_gemma":0.0003161562,"domain_scores_codex":[0.9997529,0.00006673401,0.000008651135,0.00003672291,0.0001052231,0.00002964861],"domain_scores_gemma":[0.9998078,0.00006576248,0.0000376513,0.00002068387,0.00005316489,0.00001502684],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0003486164,0.0001122919,0.001023247,0.0004450664,0.0001162454,0.000204308,0.0003002594,0.3859641,0.159945,0.1953758,0.006962182,0.2492029],"study_design_scores_gemma":[0.00005434674,0.0002017509,0.0004585841,0.00005124354,0.0000347428,0.0003962709,0.00007412212,0.9115527,0.03532776,0.02982512,0.02197428,0.00004900075],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.01000086,0.0004791269,0.9670231,0.000135492,0.00007072327,0.00003336662,0.00004108581,0.0002479299,0.02196834],"genre_scores_gemma":[0.3525334,0.000998352,0.6272438,0.0002888851,0.0001140211,0.0002208716,0.0001577803,0.0002079269,0.01823494],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.002670124,"threshold_uncertainty_score":0.008932531,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4385689440","doi":"10.1007/978-3-031-36974-2_9","title":"Binaural Beamforming","year":2023,"lang":"en","type":"book-chapter","venue":"Springer topics in signal processing","topic":"Speech and Audio Processing","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Institut National de la Recherche Scientifique; Université du Québec à Montréal","funders":"","keywords":"Binaural recording; Beamforming; Monaural; Speech recognition; Computer science; Intelligibility (philosophy); Acoustics; Telecommunications; Physics; Philosophy","authors":[{"name":"Jacob Benesty","is_ca":true},{"name":"Gongping Huang","is_ca":false},{"name":"Jingdong Chen","is_ca":false},{"name":"Ningning Pan","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03389838589381251,"gpt":0.2592472347005534,"spread":0.2253488488067409,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002000835,0.00138378,0.0005969677,0.0008887678,0.0004428253,0.001553613,0.0007221238,0.001049912,0.1196043],"category_scores_gemma":[0.0004462524,0.0004524789,0.0003764878,0.001302393,0.0003766506,0.00117437,0.001317162,0.001110936,0.1007653],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003283688,"about_ca_system_score_gemma":0.000345907,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003562691,"about_ca_topic_score_gemma":0.0008524457,"domain_scores_codex":[0.9998056,0.00001797006,0.000008416375,0.00004495453,0.0001060727,0.00001690438],"domain_scores_gemma":[0.9998404,0.0000347299,0.000008465096,0.00003719251,0.00006282682,0.00001633848],"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":[0.00008050335,0.00002387285,0.00009195473,0.0002551831,0.00002657668,0.00009294785,0.00005132196,0.002991234,0.066737,0.03581985,0.06275641,0.8310732],"study_design_scores_gemma":[0.00002141705,0.00009474703,0.0009246493,0.0002236079,0.00005013206,0.001810407,0.00009159713,0.01643997,0.05461526,0.04176223,0.8838955,0.0000705125],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.001162523,0.009245057,0.6918634,0.0004510431,0.00167742,0.00006099456,0.0004995111,0.004489495,0.2905506],"genre_scores_gemma":[0.0266546,0.01229262,0.1753043,0.0007783278,0.0007037603,0.0001166906,0.001413696,0.001332438,0.7814037],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.1196043,"threshold_uncertainty_score":0.4001162,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4229770890","doi":"10.1007/978-3-030-15600-8_1","title":"Introduction","year":2019,"lang":"en","type":"book-chapter","venue":"Springer topics in signal processing","topic":"Speech and Audio Processing","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Institut National de la Recherche Scientifique; Université du Québec à Montréal","funders":"","keywords":"Beamforming; Computer science; Kronecker delta; Telecommunications; Physics","authors":[{"name":"Jacob Benesty","is_ca":true},{"name":"Israel Cohen","is_ca":false},{"name":"Jingdong Chen","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01797350512027811,"gpt":0.2375374524525873,"spread":0.2195639473323092,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006728749,0.001038013,0.0006145411,0.00177047,0.001177918,0.003979305,0.0016284,0.001643147,0.6440883],"category_scores_gemma":[0.002336052,0.0003118514,0.0005721132,0.001478783,0.0005010152,0.002635196,0.002544165,0.001707086,0.5754946],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001007906,"about_ca_system_score_gemma":0.001842148,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001559078,"about_ca_topic_score_gemma":0.002419946,"domain_scores_codex":[0.999325,0.00006139482,0.00002376989,0.0001387303,0.000380619,0.00007036092],"domain_scores_gemma":[0.9990839,0.000120281,0.00003193455,0.0001262058,0.0004301267,0.0002076164],"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":[0.00002567038,0.00003216289,0.00007388352,0.0001753744,0.000002309592,0.00004592461,0.00007174147,0.0001028563,0.0004813778,0.0188552,0.7916212,0.1885123],"study_design_scores_gemma":[0.000001784424,0.000006197891,0.00004948598,0.00005125036,8.606828e-7,0.0000292167,0.00001942125,0.00001856137,0.00007746504,0.002235858,0.9975076,0.000002287897],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0004002413,0.003822108,0.006630019,0.00334548,0.00892587,0.0001770741,0.002856846,0.001563624,0.9722787],"genre_scores_gemma":[0.0009896687,0.001951128,0.001644972,0.001148269,0.001091303,0.00008538559,0.001894768,0.0003320311,0.9908626],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6440883,"threshold_uncertainty_score":0.5076649,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4385695528","doi":"10.1007/978-3-031-36974-2_1","title":"Introduction","year":2023,"lang":"en","type":"book-chapter","venue":"Springer topics in signal processing","topic":"Speech and Audio Processing","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Institut National de la Recherche Scientifique; Université du Québec à Montréal","funders":"","keywords":"Computer science","authors":[{"name":"Jacob Benesty","is_ca":true},{"name":"Gongping Huang","is_ca":false},{"name":"Jingdong Chen","is_ca":false},{"name":"Ningning Pan","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02717707054112874,"gpt":0.2501560044040768,"spread":0.222978933862948,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006809845,0.001050169,0.0006184357,0.001787741,0.001236949,0.004040969,0.00164406,0.001666779,0.6660216],"category_scores_gemma":[0.002327909,0.0003360788,0.0005852674,0.001495312,0.0004950516,0.002706589,0.002574829,0.001752309,0.6048131],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00105636,"about_ca_system_score_gemma":0.001868993,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001740526,"about_ca_topic_score_gemma":0.002763348,"domain_scores_codex":[0.9993265,0.00006086266,0.00002328933,0.0001360836,0.0003843419,0.0000690537],"domain_scores_gemma":[0.9990716,0.0001191773,0.00003126001,0.0001290009,0.0004347801,0.0002142183],"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":[0.00002360079,0.00003049344,0.00007049322,0.0001459363,0.000002071885,0.00004128143,0.00006583348,0.00009639969,0.00042435,0.01665549,0.816187,0.1662571],"study_design_scores_gemma":[0.000001756531,0.000005919078,0.00004814851,0.00004556984,7.965996e-7,0.00002659262,0.00001897623,0.00001823794,0.0000687162,0.00207972,0.9976833,0.000002185077],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0003590954,0.003271625,0.005946252,0.003200033,0.008165596,0.0001770636,0.002873332,0.001517056,0.9744899],"genre_scores_gemma":[0.0008296219,0.001587185,0.001417433,0.001070423,0.0009391291,0.00007822616,0.001765088,0.0003146699,0.9919981],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6660216,"threshold_uncertainty_score":0.4763796,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4385689396","doi":"10.1007/978-3-031-36974-2_10","title":"Large Array Beamforming","year":2023,"lang":"en","type":"book-chapter","venue":"Springer topics in signal processing","topic":"Speech and Audio Processing","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Institut National de la Recherche Scientifique; Université du Québec à Montréal","funders":"","keywords":"Beamforming; Flexibility (engineering); Computer science; Context (archaeology); Rank (graph theory); Algorithm; Perspective (graphical); Simple (philosophy); Microphone; Mathematics; Telecommunications; Statistics; Artificial intelligence; Geography; Combinatorics","authors":[{"name":"Jacob Benesty","is_ca":true},{"name":"Gongping Huang","is_ca":false},{"name":"Jingdong Chen","is_ca":false},{"name":"Ningning Pan","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02949293459095422,"gpt":0.2599244817024864,"spread":0.2304315471115322,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002408853,0.001166619,0.0005623,0.000727262,0.0003375158,0.001290469,0.0005425347,0.0008361167,0.04394635],"category_scores_gemma":[0.0004894006,0.0005057139,0.0003377496,0.001060581,0.0004992016,0.00124611,0.001197564,0.001193374,0.03271029],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003671926,"about_ca_system_score_gemma":0.0002804887,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000195403,"about_ca_topic_score_gemma":0.0004963062,"domain_scores_codex":[0.9997867,0.00003372682,0.0000077417,0.00004805361,0.0001094943,0.00001433121],"domain_scores_gemma":[0.9997919,0.00007416817,0.000009660321,0.00004769301,0.00005956488,0.00001704716],"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":[0.0001089271,0.00003198033,0.0001147014,0.0003339461,0.00004171535,0.0001469924,0.00009167253,0.0121304,0.08605206,0.1064384,0.09496693,0.6995422],"study_design_scores_gemma":[0.00002998841,0.0001256773,0.0007026682,0.0001874335,0.00004395849,0.001220625,0.00007875467,0.05853165,0.0572343,0.1164171,0.7653401,0.00008773444],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.001627087,0.01090428,0.7512564,0.0007856144,0.001565325,0.00004356309,0.0002969241,0.003218292,0.2303025],"genre_scores_gemma":[0.0575629,0.01686661,0.3462892,0.001021704,0.001672226,0.0001756312,0.00135928,0.001487465,0.5735649],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.04394635,"threshold_uncertainty_score":0.1470152,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4385692869","doi":"10.1007/978-3-031-36974-2_7","title":"Differential Beamforming","year":2023,"lang":"en","type":"book-chapter","venue":"Springer topics in signal processing","topic":"Speech and Audio Processing","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Institut National de la Recherche Scientifique; Université du Québec à Montréal","funders":"","keywords":"Beamforming; Differential (mechanical device); Computer science; Invariant (physics); Mathematics; Physics; Telecommunications","authors":[{"name":"Jacob Benesty","is_ca":true},{"name":"Gongping Huang","is_ca":false},{"name":"Jingdong Chen","is_ca":false},{"name":"Ningning Pan","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03145492900295715,"gpt":0.2541053402101285,"spread":0.2226504112071713,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001725777,0.001046202,0.0004675836,0.0007243459,0.0004187348,0.001304344,0.0006718445,0.0009330039,0.07219153],"category_scores_gemma":[0.0004760877,0.0003358667,0.0003373768,0.0009615743,0.000440333,0.0008729929,0.001208793,0.0009861342,0.04995535],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003741083,"about_ca_system_score_gemma":0.0003174143,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002048734,"about_ca_topic_score_gemma":0.0004558605,"domain_scores_codex":[0.9997799,0.00002142331,0.000008165853,0.00005658871,0.000112731,0.00002119825],"domain_scores_gemma":[0.9998338,0.00003388681,0.00001028288,0.0000407053,0.00006402628,0.00001731618],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001186659,0.00003676307,0.0001988051,0.0002270393,0.0000261763,0.0001584539,0.00008589723,0.004465436,0.1063131,0.1117156,0.04844444,0.7282097],"study_design_scores_gemma":[0.00004441962,0.0001890305,0.0009811107,0.0001979478,0.00005975501,0.002621043,0.0001307063,0.04446417,0.09368155,0.08175199,0.7757989,0.00007936285],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.002436031,0.00338036,0.7143574,0.0005503921,0.001323249,0.00006117918,0.0003379583,0.00199653,0.2755567],"genre_scores_gemma":[0.07635544,0.007295805,0.2801747,0.00142668,0.0008862387,0.0001705095,0.001604143,0.0009206596,0.6311658],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.07219153,"threshold_uncertainty_score":0.2415047,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4385692870","doi":"10.1007/978-3-031-36974-2_4","title":"Principal Component Analysis in Noise Reduction and Beamforming","year":2023,"lang":"en","type":"book-chapter","venue":"Springer topics in signal processing","topic":"Speech and Audio Processing","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Institut National de la Recherche Scientifique; Université du Québec à Montréal","funders":"","keywords":"Principal component analysis; Dimensionality reduction; Dimension (graph theory); Noise reduction; Beamforming; Noise (video); Uncorrelated; Reduction (mathematics); Pattern recognition (psychology); Mathematics; SIGNAL (programming language); Algorithm; Computer science; Artificial intelligence; Speech recognition; Statistics; Combinatorics","authors":[{"name":"Jacob Benesty","is_ca":true},{"name":"Gongping Huang","is_ca":false},{"name":"Jingdong Chen","is_ca":false},{"name":"Ningning Pan","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02906389199967734,"gpt":0.2605213378972677,"spread":0.2314574458975904,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006069868,0.001699457,0.001660602,0.00150846,0.0004249276,0.002211216,0.0010969,0.001750578,0.01439388],"category_scores_gemma":[0.00171882,0.0006583428,0.0007527956,0.005530938,0.001200557,0.002151132,0.0009474529,0.00198727,0.01369826],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004756514,"about_ca_system_score_gemma":0.0004667415,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009825517,"about_ca_topic_score_gemma":0.001260505,"domain_scores_codex":[0.9992687,0.0001847887,0.00004784143,0.0001320658,0.0003330244,0.00003348082],"domain_scores_gemma":[0.9993601,0.0003342608,0.00002891205,0.0001007379,0.000159781,0.00001619768],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00004751093,0.00006140718,0.0001143342,0.001096729,0.00007230706,0.0001291244,0.0001084957,0.01616039,0.005481447,0.1045739,0.08842491,0.7837294],"study_design_scores_gemma":[0.00002007409,0.0001064906,0.001122236,0.0004300954,0.0001061909,0.0008273065,0.0001232441,0.1215337,0.009064548,0.2761745,0.5903769,0.0001146414],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.001048168,0.1077095,0.8450495,0.0009884788,0.003833242,0.00005484579,0.0002301419,0.0009689624,0.04011706],"genre_scores_gemma":[0.03045895,0.17336,0.5608426,0.0009599487,0.008353417,0.0003095434,0.0009100207,0.001274164,0.2235315],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01439388,"threshold_uncertainty_score":0.04815227,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4251573198","doi":"10.1007/978-3-642-15352-5_9","title":"Appendix","year":2010,"lang":"en","type":"book-chapter","venue":"Springer topics in signal processing","topic":"Advanced Vision and Imaging","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Institut National de la Recherche Scientifique","funders":"","keywords":"French horn; Computer science; Optical flow; Mathematics; Calculus (dental); Algorithm; Applied mathematics; Artificial intelligence; Physics; Acoustics","authors":[{"name":"Amar Mitiche","is_ca":true},{"name":"Ismail Ben Ayed","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02253247138267686,"gpt":0.2785337076314399,"spread":0.256001236248763,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0009814809,0.0009257636,0.0008047218,0.003678963,0.00112288,0.001658746,0.001318387,0.0008569832,0.8859475],"category_scores_gemma":[0.01348937,0.0003266017,0.0004346831,0.003476511,0.0002932026,0.001580153,0.00129948,0.001071471,0.74721],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001257839,"about_ca_system_score_gemma":0.002430534,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00559198,"about_ca_topic_score_gemma":0.007708654,"domain_scores_codex":[0.9993392,0.0001324965,0.0000514165,0.0001246927,0.0002918858,0.00006027932],"domain_scores_gemma":[0.9947684,0.001888852,0.0001632826,0.0005718581,0.002308094,0.0002995418],"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":[0.00001556931,0.00001849888,0.00007078298,0.0001094249,0.000001624317,0.00001921379,0.00001608167,0.00004916099,0.00003901123,0.002123981,0.9772693,0.02026735],"study_design_scores_gemma":[0.00001381373,0.00001090964,0.0003007975,0.0001431339,0.000002734372,0.0000570138,0.00004600925,0.00005479179,0.00007786429,0.003585498,0.9957021,0.000005380419],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0008067935,0.001148667,0.006307864,0.002350698,0.0038507,0.0009097672,0.1916438,0.00229421,0.7906876],"genre_scores_gemma":[0.003377376,0.001477181,0.007620927,0.001712642,0.0007102347,0.001315045,0.1283222,0.001481741,0.8539826],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1140525,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W54451214","doi":"10.1007/978-3-642-15352-5_8","title":"Image Segmentation According to the Movement of Real Objects","year":2010,"lang":"en","type":"book-chapter","venue":"Springer topics in signal processing","topic":"Medical Image Segmentation Techniques","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Institut National de la Recherche Scientifique","funders":"","keywords":"Segmentation; Artificial intelligence; Computer vision; Scale-space segmentation; Optical flow; Image segmentation; Segmentation-based object categorization; Parametric statistics; Pixel; Minimum spanning tree-based segmentation; Range segmentation; Computer science; Boundary (topology); Parametric model; Flow (mathematics); Pattern recognition (psychology); Mathematics; Image (mathematics); Geometry; Mathematical analysis; Statistics","authors":[{"name":"Amar Mitiche","is_ca":true},{"name":"Ismail Ben Ayed","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02224641100876651,"gpt":0.2951203099852379,"spread":0.2728738989764714,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004828545,0.0006471176,0.0007758766,0.001337074,0.0003843109,0.001445177,0.001031932,0.0009596933,0.005209568],"category_scores_gemma":[0.001094567,0.0006128522,0.0007000797,0.001830427,0.001210823,0.001349294,0.0005589611,0.000873878,0.00201218],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006116853,"about_ca_system_score_gemma":0.0005235057,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001051776,"about_ca_topic_score_gemma":0.001174595,"domain_scores_codex":[0.9996762,0.00003667663,0.0000168222,0.0001371161,0.0001002401,0.00003293109],"domain_scores_gemma":[0.9996934,0.0001250166,0.00003636466,0.00006258964,0.00005965849,0.00002298459],"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":[0.000583895,0.00004840062,0.0009687023,0.0008275957,0.00009668578,0.0003134744,0.0005386087,0.0337973,0.3495055,0.07233075,0.008263729,0.5327254],"study_design_scores_gemma":[0.00009468166,0.0003968227,0.008711939,0.0002313311,0.0002149607,0.001944597,0.0002699201,0.5845566,0.2173266,0.09772681,0.08841063,0.0001150648],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.017482,0.00255625,0.9712206,0.0003161514,0.000342169,0.00008545288,0.0001687837,0.00107877,0.006749863],"genre_scores_gemma":[0.145,0.004877201,0.827885,0.0002055815,0.0003945506,0.0001238207,0.0007189678,0.0009284962,0.01986646],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.005209568,"threshold_uncertainty_score":0.01742774,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2232187355","doi":"10.1007/978-3-642-15352-5_7","title":"Motion Based Image Segmentation","year":2010,"lang":"en","type":"book-chapter","venue":"Springer topics in signal processing","topic":"Medical Image Segmentation Techniques","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Institut National de la Recherche Scientifique","funders":"","keywords":"Computer vision; Artificial intelligence; Computer science; Segmentation","authors":[{"name":"Amar Mitiche","is_ca":true},{"name":"Ismail Ben Ayed","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02225340115792295,"gpt":0.284217171417521,"spread":0.261963770259598,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001561056,0.0008108153,0.0007023467,0.001246345,0.0002593295,0.0009052425,0.0009367754,0.0008903074,0.02048227],"category_scores_gemma":[0.0003330526,0.0005346809,0.0005521775,0.001158612,0.0004214238,0.0009266625,0.0006974339,0.0005898583,0.01076332],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003011071,"about_ca_system_score_gemma":0.0002718584,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005489167,"about_ca_topic_score_gemma":0.0009247296,"domain_scores_codex":[0.9998453,0.000009957623,0.000007321398,0.00004735914,0.0000772952,0.00001282948],"domain_scores_gemma":[0.999884,0.00002790264,0.000009104162,0.00003215018,0.00003901176,0.00000789827],"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":[0.0000752714,0.00002914999,0.0001174895,0.0003449472,0.00003815773,0.0001157587,0.00005510698,0.009084549,0.1447907,0.01497562,0.02172599,0.8086472],"study_design_scores_gemma":[0.00002654053,0.0002269796,0.003115012,0.0003137962,0.0001385132,0.003032841,0.00008510345,0.2226548,0.2389538,0.04160063,0.4897574,0.00009455817],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.004644713,0.009837368,0.9351073,0.0003106678,0.0005100385,0.0001015804,0.0003111502,0.003416713,0.04576049],"genre_scores_gemma":[0.07717994,0.01670255,0.6865438,0.0005133958,0.0005568046,0.0001412599,0.002039773,0.001626407,0.2146961],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.02048227,"threshold_uncertainty_score":0.06852001,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4236501714","doi":"10.1007/978-3-642-15352-5_5","title":"Image Models","year":2010,"lang":"en","type":"book-chapter","venue":"Springer topics in signal processing","topic":"Medical Image Segmentation Techniques","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Institut National de la Recherche Scientifique","funders":"","keywords":"Image segmentation; Artificial intelligence; Segmentation; Image (mathematics); Scale-space segmentation; Segmentation-based object categorization; Partition (number theory); Computer science; Minimum spanning tree-based segmentation; Pattern recognition (psychology); Region growing; Statistical model; Computer vision; Mathematics; Combinatorics","authors":[{"name":"Amar Mitiche","is_ca":true},{"name":"Ismail Ben Ayed","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03231536477073207,"gpt":0.2861937551495238,"spread":0.2538783903787917,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000380347,0.0011119,0.000967861,0.001174807,0.0003584114,0.002386745,0.001464353,0.001525028,0.03885759],"category_scores_gemma":[0.001966632,0.0004535593,0.001040273,0.001262842,0.0006137968,0.002150327,0.001248706,0.001196233,0.0241395],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005073773,"about_ca_system_score_gemma":0.0005178128,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002408423,"about_ca_topic_score_gemma":0.001571052,"domain_scores_codex":[0.9995916,0.00005086121,0.00001631133,0.0001533462,0.0001564262,0.00003134338],"domain_scores_gemma":[0.9996194,0.00009009869,0.00002368618,0.0001403686,0.0001109507,0.00001542977],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001332334,0.00009012086,0.0005715827,0.0005018744,0.00009747195,0.0002144273,0.00008289505,0.09461552,0.006716127,0.2767414,0.1106394,0.5095959],"study_design_scores_gemma":[0.00003484626,0.00006145727,0.000517641,0.0001116272,0.00006597856,0.0004627468,0.00006526917,0.5023072,0.005520614,0.249278,0.2415334,0.00004125841],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.003346453,0.004646052,0.8951902,0.001166742,0.001159715,0.0001520526,0.003900835,0.00387162,0.08656627],"genre_scores_gemma":[0.2494956,0.01527704,0.3217914,0.001455212,0.001281154,0.0008208297,0.02169109,0.002621081,0.3855667],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03885759,"threshold_uncertainty_score":0.1299917,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4243635420","doi":"10.1007/978-3-642-15352-5_2","title":"Introductory Background","year":2010,"lang":"en","type":"book-chapter","venue":"Springer topics in signal processing","topic":"Advanced Vision and Imaging","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Institut National de la Recherche Scientifique","funders":"","keywords":"Minification; Segmentation; Representation (politics); Optical flow; Gradient descent; Calculus of variations; Computer science; Mathematics; Motion (physics); Set (abstract data type); Flow (mathematics); Balanced flow; Applied mathematics; Artificial intelligence; Image (mathematics); Mathematical optimization; Algorithm; Mathematical analysis; Geometry; Artificial neural network","authors":[{"name":"Amar Mitiche","is_ca":true},{"name":"Ismail Ben Ayed","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02803837585918629,"gpt":0.2820260814414405,"spread":0.2539877055822542,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005574535,0.001040201,0.0006173139,0.001573454,0.001243361,0.002637291,0.001515158,0.001219084,0.5393349],"category_scores_gemma":[0.002223742,0.0003003634,0.0004475897,0.001460689,0.000459457,0.002456625,0.001934623,0.001614911,0.4039979],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001059595,"about_ca_system_score_gemma":0.002012986,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001761444,"about_ca_topic_score_gemma":0.003050299,"domain_scores_codex":[0.9995965,0.00004154993,0.00001574209,0.0001041305,0.0001740126,0.00006804521],"domain_scores_gemma":[0.9993642,0.0001083414,0.0000266964,0.00006780503,0.0002725903,0.0001603642],"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":[0.00003395698,0.00006605541,0.0001103834,0.0002856865,0.000002165285,0.00006795298,0.0001732628,0.0001600864,0.0004794544,0.05231488,0.7798566,0.1664495],"study_design_scores_gemma":[0.000002091239,0.00001037309,0.00006439821,0.00007444522,0.000001115872,0.00003547478,0.00003273886,0.00002934396,0.00007279549,0.007498096,0.9921767,0.000002387539],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000689365,0.007012314,0.01155781,0.00421649,0.005067193,0.0002045674,0.003146321,0.001216006,0.96689],"genre_scores_gemma":[0.003081035,0.005767684,0.004628021,0.001560947,0.001694683,0.0001837329,0.003156742,0.0005023532,0.9794247],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5393349,"threshold_uncertainty_score":0.6570829,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}