{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":5,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":5,"direct_label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline (scores rank; they never assert a category)","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12","author_layer_release":"2026-06-26"},"query_hash":"c57cb7eefa7d","filters":{"venue":"Advances in silicon science"}},"results":[{"id":"W2505857739","doi":"10.1007/978-94-017-9439-8","title":"Bio-Inspired Silicon-Based Materials","year":2014,"lang":"en","type":"book","venue":"Advances in silicon science","topic":"Diatoms and Algae Research","field":"Materials 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":"Brock University","funders":"","keywords":"Silicon; Materials science; Nanotechnology; Computer science; Optoelectronics","authors":[{"name":"Paul M. Zelisko","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01673301398401222,"gpt":0.3157297821179157,"spread":0.2989967681339035,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.003990659,0.0005656356,0.0009422908,0.0008264912,0.0003345842,0.0005971825,0.002930257,0.000289686,0.001724458],"category_scores_gemma":[0.0006865142,0.0004920459,0.0001169184,0.0008030361,0.003430637,0.001374016,0.000486089,0.0003595424,0.001828735],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000540446,"about_ca_system_score_gemma":0.002428576,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005482521,"about_ca_topic_score_gemma":0.0001141129,"domain_scores_codex":[0.9938086,0.0001604297,0.0009198008,0.001759227,0.001943338,0.001408602],"domain_scores_gemma":[0.9968936,0.0005483031,0.0005022483,0.001393616,0.0003026956,0.0003594772],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00007176454,0.0001112935,0.0003838429,0.0004204548,0.000002506202,0.0000517783,0.00007379701,0.0004165995,0.9632215,0.01534494,0.001247424,0.01865409],"study_design_scores_gemma":[0.0007904525,0.0002433494,0.000418044,0.0007261115,0.00001096812,0.000006866693,0.00001851303,0.0004107975,0.6847494,0.006451756,0.3051454,0.001028315],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.4133056,0.006671153,0.0002240185,0.0003825031,0.006239573,0.002041539,0.0004118506,0.0005327684,0.570191],"genre_scores_gemma":[0.8064279,0.00115627,0.001588269,0.001703526,0.001293194,0.0004224606,0.0001015805,0.0002340331,0.1870727],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.3931223,"threshold_uncertainty_score":0.9997531,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4211085620","doi":"10.1007/978-1-4020-8174-3_3","title":"Carbosilane Dendrimers","year":2009,"lang":"en","type":"book-chapter","venue":"Advances in silicon science","topic":"Dendrimers and Hyperbranched Polymers","field":"Materials Science","cited_by":7,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"National Research Council Canada","funders":"","keywords":"Dendrimer; Hydrosilylation; Chemistry; Nucleophile; Amide; Polymer chemistry; Nucleophilic substitution; Materials science; Organic chemistry; Catalysis","authors":[{"name":"Jacques Roovers","is_ca":true},{"name":"Jianfu Ding","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01194742669791637,"gpt":0.2758285422095796,"spread":0.2638811155116633,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0006948581,0.0004573358,0.000600404,0.0004957686,0.0002031298,0.0001478354,0.001446992,0.0002055709,0.001195068],"category_scores_gemma":[0.00006273421,0.0004328367,0.0001145866,0.0002528413,0.001999028,0.001218525,0.0001712568,0.0003927858,0.0008021264],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002283892,"about_ca_system_score_gemma":0.0003828873,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003955863,"about_ca_topic_score_gemma":0.0001878092,"domain_scores_codex":[0.9963568,0.0000170831,0.0005531157,0.001206423,0.001060303,0.0008062648],"domain_scores_gemma":[0.9984435,0.00008718872,0.0003094791,0.0008114651,0.00009700694,0.0002512903],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00008629579,0.00007437098,0.0002874178,0.00008221021,0.000007464238,0.0002869549,0.0007794572,0.0004444743,0.5327795,0.18537,0.0004569907,0.2793449],"study_design_scores_gemma":[0.0006130251,0.0002431984,0.0002835157,0.0004169067,0.00004094368,0.00007086903,0.00005689964,0.00005441374,0.1589247,0.01561687,0.8222193,0.0014594],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.007043751,0.02536724,0.000009765035,0.00008536115,0.001867863,0.0002633171,0.00002632777,0.0001017573,0.9652346],"genre_scores_gemma":[0.4203463,0.00728281,0.001866766,0.001663328,0.0006681256,0.00003400889,0.00001878666,0.0001453843,0.5679744],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8217623,"threshold_uncertainty_score":0.9999759,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2268015361","doi":"10.1007/978-94-017-9439-8_1","title":"Silicon in a Biological Environment","year":2014,"lang":"en","type":"book-chapter","venue":"Advances in silicon science","topic":"Diatoms and Algae Research","field":"Materials 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":"Brock University","funders":"","keywords":"Silicon; Natural (archaeology); Silicon valley; Element (criminal law); Planet; Nanotechnology; Engineering; Biochemical engineering; Computer science; Materials science; Geography; Archaeology; Physics; Political science; Optoelectronics","authors":[{"name":"Paul M. Zelisko","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02814933914917338,"gpt":0.3068450506592372,"spread":0.2786957115100638,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.002303884,0.0003302853,0.0005295048,0.0004536117,0.0001061704,0.0001158699,0.001382618,0.0002038773,0.002142192],"category_scores_gemma":[0.0002200313,0.0002646903,0.00007157995,0.0001783832,0.002525107,0.0005164588,0.0005846901,0.0004216112,0.001302289],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003135135,"about_ca_system_score_gemma":0.0001707745,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002976891,"about_ca_topic_score_gemma":0.00006259714,"domain_scores_codex":[0.9963198,0.00005137702,0.0005622858,0.001275024,0.0009749439,0.0008165786],"domain_scores_gemma":[0.9986293,0.0002830049,0.0001938417,0.0006688919,0.00003517266,0.0001898411],"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":[0.0001017337,0.0001783413,0.007704288,0.0001207207,0.0000024778,0.0001866497,0.0002812461,0.00127977,0.3675674,0.4569004,0.00007092775,0.165606],"study_design_scores_gemma":[0.001633454,0.0009666391,0.008677806,0.001010578,0.000007677259,0.00003751448,0.0001580488,0.001137915,0.05948943,0.1039667,0.8205499,0.002364301],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3898135,0.008939456,0.0001185174,0.0001974189,0.0007942021,0.000919911,0.00003841148,0.00008540477,0.5990931],"genre_scores_gemma":[0.9731346,0.00731539,0.0004491496,0.0002413877,0.0001404551,0.00007553867,0.000005177015,0.0000338555,0.01860438],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.820479,"threshold_uncertainty_score":0.9999805,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W183137937","doi":"10.1007/978-94-017-9439-8_6","title":"Enzymatic Modification and Polymerization of Siloxane-Containing Materials","year":2014,"lang":"en","type":"book-chapter","venue":"Advances in silicon science","topic":"biodegradable polymer synthesis and properties","field":"Materials 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":"Brock University","funders":"","keywords":"Siloxane; Organosilicon; Polymerization; Polyester; Polymer; Materials science; Polyamide; Organic chemistry; Catalysis; Polymer chemistry; Chemistry","authors":[{"name":"Mark B. Frampton","is_ca":true},{"name":"Jacqueline P. Séguin","is_ca":true},{"name":"Paul M. Zelisko","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02447568080726692,"gpt":0.2639662431162165,"spread":0.2394905623089496,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001137994,0.000246351,0.0005056977,0.0002729081,0.0001469434,0.0001060962,0.0004917607,0.0001228652,0.0002584105],"category_scores_gemma":[0.0001611385,0.0002046918,0.00002623135,0.00009982147,0.001338936,0.0006871286,0.0001253588,0.00007849134,0.00002538641],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004162705,"about_ca_system_score_gemma":0.0001066178,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007082755,"about_ca_topic_score_gemma":0.00002120816,"domain_scores_codex":[0.9979721,0.00004606655,0.0006563321,0.0005850893,0.0004662239,0.0002741845],"domain_scores_gemma":[0.9986543,0.0001613592,0.0005900182,0.0004381745,0.00009038469,0.00006576884],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00003140631,0.000005461563,0.00003577873,0.0001484742,0.000001153907,4.224711e-7,0.0003270622,0.000005065091,0.8523216,0.06953412,0.00000118357,0.07758825],"study_design_scores_gemma":[0.0001081675,0.00008816033,0.00006834071,0.0004376196,0.00001212108,0.000004965141,0.00005212894,0.0001650645,0.9928458,0.004257452,0.001700652,0.0002595632],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5495612,0.2275014,0.003207943,0.0004131744,0.002898494,0.001342654,0.0002020266,0.0002139138,0.2146592],"genre_scores_gemma":[0.9932321,0.001583289,0.0006281486,0.00006828569,0.00004849474,0.0000189053,0.000004762628,0.00002146208,0.004394501],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.443671,"threshold_uncertainty_score":0.834709,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2260806367","doi":"10.1007/978-94-017-9439-8_3","title":"Protease-Mediated Hydrolysis and Condensation of Tetra- and Trialkoxysilanes","year":2014,"lang":"en","type":"book-chapter","venue":"Advances in silicon science","topic":"Diatoms and Algae Research","field":"Materials 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":"Brock University","funders":"","keywords":"Hydrolysis; Catalysis; Condensation; Tetra; Protease; Chemistry; Condensation reaction; Enzyme; Biochemical engineering; Production (economics); Organic chemistry; Combinatorial chemistry; Chemical engineering; Materials science; Engineering; Thermodynamics; Physics","authors":[{"name":"Mark B. Frampton","is_ca":true},{"name":"Paul M. Zelisko","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01628218265792921,"gpt":0.2926802544701273,"spread":0.2763980718121981,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001786748,0.0002012293,0.0004752111,0.0003913551,0.0001003058,0.00009746483,0.0003552542,0.0001121079,0.0001381525],"category_scores_gemma":[0.0006032433,0.0001667936,0.00003077458,0.0001749449,0.002313232,0.0005262331,0.0001666749,0.0001540158,0.00002185225],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003505074,"about_ca_system_score_gemma":0.000155991,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003811882,"about_ca_topic_score_gemma":0.00004219527,"domain_scores_codex":[0.9978279,0.00003810173,0.0004373488,0.0006572098,0.0007365533,0.0003028399],"domain_scores_gemma":[0.998675,0.0004246444,0.0003129242,0.0003092298,0.0001431217,0.0001350351],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001552762,0.00003839994,0.003319115,0.0005240637,0.000007404064,0.00001859721,0.0003830634,0.00008688958,0.8368493,0.07904531,0.00001347738,0.07955909],"study_design_scores_gemma":[0.01044059,0.00300202,0.01373742,0.004258284,0.0002091121,0.0001591217,0.0005267099,0.0141708,0.608142,0.1817036,0.1588174,0.004832969],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9323693,0.009187707,0.00005375586,0.0001006468,0.0003105515,0.0009826603,0.00007408317,0.00004521375,0.05687606],"genre_scores_gemma":[0.992038,0.002478516,0.0002419538,0.00003469288,0.00005315663,0.00002294529,0.000004355285,0.00001600743,0.005110374],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2287074,"threshold_uncertainty_score":0.85232,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}