{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":3,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":3,"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"},"query_hash":"2d4cfc72eb81","filters":{"venue":"Series in sof condensed matter"}},"results":[{"id":"W237909744","doi":"10.1142/7642","title":"Understanding Soft Condensed Matter via Modeling and Computation","year":2010,"lang":"en","type":"book","venue":"Series in sof condensed matter","topic":"Machine Learning in Materials Science","field":"Materials Science","cited_by":26,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"McMaster University","funders":"","keywords":"Soft matter; Computation; Computer science; Biological system; Statistical physics; Physics; Chemistry; Algorithm; Biology; Physical chemistry","retraction":null,"screen_n_in":null,"score":{"opus":0.03457523205244818,"gpt":0.2641583465324028,"spread":0.2295831144799546,"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":[0.001191761,0.0007119514,0.0009298643,0.0003885872,0.0003325404,0.0007369787,0.000598731,0.0007459724,0.0126384],"category_scores_gemma":[0.00006777779,0.0007252995,0.0000942398,0.00010932,0.0009633964,0.0006876367,0.000473228,0.001048718,0.002492756],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003487278,"about_ca_system_score_gemma":0.0002647262,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007795521,"about_ca_topic_score_gemma":0.0001425532,"domain_scores_codex":[0.996059,0.000260895,0.0009916178,0.001179245,0.0007154341,0.0007938216],"domain_scores_gemma":[0.9982251,0.0003027716,0.0005365776,0.0006355447,0.0001344929,0.0001655357],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0006804792,0.00008860031,0.003373396,0.002670316,0.00006937572,0.000332563,0.005412225,0.02871868,0.8737845,0.003613044,0.08112403,0.0001327627],"study_design_scores_gemma":[0.006836841,0.000587207,0.001611543,0.003584004,0.000432559,0.002054108,0.0012162,0.1659389,0.01745759,0.7700444,0.02093416,0.009302522],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.3943467,0.0004089635,0.2974492,0.006174421,0.01253019,0.00331641,0.0003234852,0.001047595,0.284403],"genre_scores_gemma":[0.638403,0.00002232739,0.02134102,0.007047005,0.0008244721,0.0001141407,0.0002707728,0.0004831364,0.3314941],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8563269,"threshold_uncertainty_score":0.9995198,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2491522341","doi":"10.1142/9789814295598_0012","title":"Drop Dynamics in Complex Fluids","year":2010,"lang":"en","type":"book-chapter","venue":"Series in sof condensed matter","topic":"Electrohydrodynamics and Fluid Dynamics","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":"University of British Columbia","funders":"","keywords":"Drop (telecommunication); Dynamics (music); Statistical physics; Mechanics; Computer science; Physics; Telecommunications","retraction":null,"screen_n_in":null,"score":{"opus":0.006228084291252599,"gpt":0.1937863063480879,"spread":0.1875582220568353,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001393787,0.0006414198,0.0007520051,0.0004931553,0.00003970302,0.00007627355,0.0004216692,0.0009629409,0.002036931],"category_scores_gemma":[0.00000570987,0.0007657703,0.0001438715,0.00008558965,0.000250944,0.0001503366,0.0001224256,0.001731917,0.0004186867],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006242897,"about_ca_system_score_gemma":0.00005001593,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002920701,"about_ca_topic_score_gemma":0.007109874,"domain_scores_codex":[0.9979716,0.00001229092,0.0007124484,0.0004410265,0.0002531231,0.0006095006],"domain_scores_gemma":[0.9990339,0.00005140935,0.00007104041,0.0007032561,0.00005279916,0.00008763175],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0002518652,0.0001138217,0.004670478,0.002103304,0.0004837139,0.001602656,0.001047081,0.005316689,0.07667185,0.8891022,0.01570454,0.002931805],"study_design_scores_gemma":[0.0024507,0.0001925476,0.002292098,0.0006451974,0.0001073848,0.0003326603,0.00007891966,0.5680265,0.0003501759,0.227821,0.1929602,0.004742512],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01726763,0.0003434615,0.001283281,0.0004786732,0.001241631,0.0006034566,0.000299511,0.0003454214,0.978137],"genre_scores_gemma":[0.2853692,0.001140126,0.005287907,0.001785562,0.0004954145,0.0001089453,0.002805767,0.0013335,0.7016736],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6612812,"threshold_uncertainty_score":0.9994794,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4236539143","doi":"10.1142/9789814295598_0004","title":"Self-Consistent Field Theory of Block Copolymers","year":2010,"lang":"en","type":"book-chapter","venue":"Series in sof condensed matter","topic":"Polymer Nanocomposites 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":"McMaster University","funders":"","keywords":"Copolymer; Block (permutation group theory); Field (mathematics); Field theory (psychology); Materials science; Mathematics; Epistemology; Philosophy; Pure mathematics; Polymer; Geometry; Composite material","retraction":null,"screen_n_in":null,"score":{"opus":0.00868531611785304,"gpt":0.2033420814618138,"spread":0.1946567653439607,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002769345,0.0003969428,0.0006576641,0.000151232,0.00007391433,0.00005858846,0.0004519161,0.0005163656,0.0177468],"category_scores_gemma":[0.00001391327,0.0003423855,0.0001828419,0.00002343721,0.0005242505,0.0001358383,0.0002357604,0.0004525849,0.0007044865],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002846742,"about_ca_system_score_gemma":0.000122812,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003979047,"about_ca_topic_score_gemma":0.00004984886,"domain_scores_codex":[0.9982573,0.00005904377,0.0006300756,0.0004107784,0.0002930992,0.0003496832],"domain_scores_gemma":[0.9986044,0.0002343626,0.0003284859,0.0006759032,0.00008099867,0.00007581687],"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":[0.00104352,0.00008496723,0.000303187,0.001044225,0.0001827143,0.0001138365,0.002509627,0.000001182965,0.9385183,0.04863716,0.006744929,0.0008163917],"study_design_scores_gemma":[0.0003979049,0.0001782758,0.00002486279,0.0002750713,0.00009445901,0.00007400204,0.00007597603,4.483853e-7,0.8687329,0.01526484,0.1143532,0.0005280977],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.06196925,0.004152249,0.00001146741,0.00153139,0.00269723,0.000722596,0.0001934062,0.0001669671,0.9285554],"genre_scores_gemma":[0.212412,0.0002098084,0.001889696,0.004883228,0.0002626585,0.00004499693,0.00002243033,0.0001630172,0.7801122],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1504427,"threshold_uncertainty_score":0.9999028,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}