{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":2,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":2,"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":"bd5362f31aff","filters":{"venue":"Journal of WSCG"}},"results":[{"id":"W4384830729","doi":"10.24132/jwscg.2023.1","title":"Automatic Individual Identification of Patterned Solitary Species Based on Unlabeled Video Data","year":2023,"lang":"en","type":"article","venue":"Journal of WSCG","topic":"Wildlife Ecology and Conservation","field":"Environmental Science","cited_by":5,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Victoria","funders":"Centre National de la Recherche Scientifique; Ministère de l'Enseignement Supérieur et de la Recherche; Max-Planck-Gesellschaft; Agence Nationale Des Parcs Nationaux; Ministère de l'Enseignement Supérieur et de la Recherche Scientifique","keywords":"Pipeline (software); Scale-invariant feature transform; Artificial intelligence; Computer science; Convolutional neural network; Identification (biology); Computer vision; Pattern recognition (psychology); Set (abstract data type); Data set; Similarity (geometry); Feature extraction; Image (mathematics); Biology","authors":[{"name":"Vanessa Suessle","is_ca":false},{"name":"Mimi Arandjelovic","is_ca":false},{"name":"Ammie K. Kalan","is_ca":true},{"name":"Anthony Agbor","is_ca":false},{"name":"Christophe Boesch","is_ca":false},{"name":"Gregory Brazzola","is_ca":false},{"name":"Tobias Deschner","is_ca":false},{"name":"Paula Dieguez","is_ca":false},{"name":"Anne‐Céline Granjon","is_ca":false},{"name":"Hjalmar Kuehl","is_ca":false},{"name":"Anja Landsmann","is_ca":false},{"name":"Juan Lapuente","is_ca":false},{"name":"Nuria Maldonado","is_ca":false},{"name":"Amelia Meier","is_ca":false},{"name":"Zuzana Rockaiova","is_ca":false},{"name":"Erin G. Wessling","is_ca":false},{"name":"Roman M. Wittig","is_ca":false},{"name":"Colleen T. Downs","is_ca":false},{"name":"Andreas Weinmann","is_ca":false},{"name":"Elke Hergenroether","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04608377269381757,"gpt":0.2699160001082172,"spread":0.2238322274143996,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005679108,0.0007506855,0.0005426578,0.002431462,0.000331217,0.0005344027,0.0009994088,0.000511976,0.001824771],"category_scores_gemma":[0.001310909,0.0002297493,0.0004334372,0.0007165164,0.0002352834,0.0008150215,0.0007692365,0.0004234653,0.00153022],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002617315,"about_ca_system_score_gemma":0.0005594027,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004216,"about_ca_topic_score_gemma":0.0131014,"domain_scores_codex":[0.9995314,0.00004188666,0.00001957975,0.0002418625,0.00009528829,0.00007006405],"domain_scores_gemma":[0.9992229,0.0001884276,0.0001265972,0.0001274573,0.0002695078,0.00006510666],"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":[0.0004701344,0.0002793759,0.03564966,0.0006020676,0.0001405245,0.000583532,0.0005161604,0.007602077,0.1535174,0.001609179,0.01220474,0.7868252],"study_design_scores_gemma":[0.000055768,0.000534143,0.1272117,0.0002696881,0.0002453549,0.001452454,0.001594859,0.7278495,0.1086041,0.007152264,0.02492326,0.0001069229],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3875702,0.001181022,0.5835658,0.0001718329,0.0002509654,0.0008675319,0.008396857,0.009070425,0.008925285],"genre_scores_gemma":[0.496307,0.000424077,0.4841748,0.0001296138,0.00008405951,0.0003266888,0.01395888,0.0002628415,0.004332013],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.004216,"threshold_uncertainty_score":0.008382976,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3044629056","doi":"10.24132/jwscg.2020.28.14","title":"Reconstruction of Photon Distributions in Liquid Scattering Media","year":2020,"lang":"en","type":"article","venue":"Journal of WSCG","topic":"Optical Imaging and Spectroscopy Techniques","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Queen's University","funders":"","keywords":"Scattering; Photon; Physics; Two-photon excitation microscopy; Optics; Materials science; Fluorescence","authors":[{"name":"Benjamin T. Cecchetto","is_ca":false},{"name":"James E. Stewart","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02095940607565896,"gpt":0.3017330143111309,"spread":0.2807736082354719,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003724434,0.0006165933,0.0004089327,0.0008139679,0.0002908491,0.0009758003,0.0005498085,0.0005379315,0.00122253],"category_scores_gemma":[0.001193406,0.0003835337,0.0003639844,0.0006325283,0.0005862564,0.000750752,0.0007244677,0.0008064747,0.0003060265],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006671765,"about_ca_system_score_gemma":0.0007321506,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001595234,"about_ca_topic_score_gemma":0.0009896547,"domain_scores_codex":[0.9997844,0.00003193601,0.000008725559,0.00003702939,0.00009537278,0.00004259973],"domain_scores_gemma":[0.9995572,0.0001971213,0.00007428807,0.00005411287,0.00007727322,0.00003994335],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0009214536,0.0002139549,0.005247972,0.0001885633,0.00005323426,0.000780092,0.0002886313,0.2115646,0.7295308,0.01337116,0.0003895956,0.03744991],"study_design_scores_gemma":[0.00003682193,0.0001034746,0.001836452,0.00001832171,0.00001403672,0.0002532298,0.00008117433,0.6593602,0.3344575,0.002938743,0.0008593524,0.00004055318],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5544049,0.0001799045,0.442173,0.0001022593,0.00001364055,0.00006779881,0.0003613218,0.0005535227,0.002143763],"genre_scores_gemma":[0.8395127,0.000398535,0.1574356,0.00004148238,0.00001040246,0.00009952454,0.0005373262,0.0001821748,0.001782135],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001595234,"threshold_uncertainty_score":0.004840672,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}