{"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":"9c8ab36161c2","filters":{"venue":"Springer proceedings in mathematics"}},"results":[{"id":"W2225206389","doi":"10.1007/978-3-642-20164-6_12","title":"Modeling Morphogenesis in Multicellular Structures with Cell Complexes and L-systems","year":2012,"lang":"en","type":"book-chapter","venue":"Springer proceedings in mathematics","topic":"Plant Molecular Biology Research","field":"Agricultural and Biological Sciences","cited_by":17,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Calgary","funders":"","keywords":"Multicellular organism; Simple (philosophy); Morphogenesis; Notation; Process (computing); Computer science; Simple cell; Information flow; Topology (electrical circuits); Theoretical computer science; Biological system; Mathematics; Biology; Artificial intelligence; Cell; Combinatorics","authors":[{"name":"Przemysław Prusinkiewicz","is_ca":true},{"name":"Brendan Lane","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03836794371917656,"gpt":0.2219081489727183,"spread":0.1835402052535418,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004060285,0.0006442371,0.0008271199,0.0004899398,0.0005452377,0.00146244,0.00149177,0.001560646,0.00221091],"category_scores_gemma":[0.00113026,0.0007444513,0.001199399,0.0005689158,0.001269293,0.001465534,0.001398371,0.001129967,0.0004091021],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001106065,"about_ca_system_score_gemma":0.0006157036,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004572011,"about_ca_topic_score_gemma":0.003881238,"domain_scores_codex":[0.9998374,0.00006689583,0.000009219926,0.00003304523,0.00003485173,0.00001862608],"domain_scores_gemma":[0.9995275,0.0002956893,0.00005863871,0.00003698755,0.00003684901,0.00004445403],"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":[0.00001475257,0.00002288068,0.0003396453,0.00006277678,0.00002016582,0.00006477447,0.00008315049,0.9084366,0.00225017,0.08210856,0.0006616699,0.005934923],"study_design_scores_gemma":[0.000005549124,0.000005063215,0.00004735577,0.000004838878,0.000003157583,0.0000129998,0.000009152563,0.9733656,0.0002683501,0.02520958,0.001063576,0.000004680913],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.06690527,0.001816317,0.9099591,0.0007859376,0.0001090198,0.0000506622,0.0001685607,0.0003197045,0.01988539],"genre_scores_gemma":[0.7718858,0.001756517,0.2097052,0.0001721304,0.0001436423,0.0002240548,0.0002293132,0.0002879984,0.01559536],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.004572011,"threshold_uncertainty_score":0.009090781,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W102280199","doi":"10.1007/978-3-642-25746-9_9","title":"Pricing American Options in an Infinite Activity Lévy Market: Monte Carlo and Deterministic Approaches Using a Diffusion Approximation","year":2012,"lang":"en","type":"book-chapter","venue":"Springer proceedings in mathematics","topic":"Stochastic processes and financial applications","field":"Economics, Econometrics and Finance","cited_by":1,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"McGill University","funders":"Natural Sciences and Engineering Research Council of Canada; Fonds Québécois de la Recherche sur la Nature et les Technologies","keywords":"Monte Carlo method; Monte Carlo methods for option pricing; Generality; Computer science; Mathematical optimization; Estimator; Exotic option; Valuation of options; Diffusion process; Quasi-Monte Carlo method; Monte Carlo molecular modeling; Econometrics; Statistical physics; Mathematical economics; Markov chain Monte Carlo; Mathematics; Economics; Innovation diffusion; Physics","authors":[{"name":"Lisa J. Powers","is_ca":true},{"name":"Johanna Nešlehová","is_ca":true},{"name":"David A. Stephens","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0778219052279187,"gpt":0.2462354767346583,"spread":0.1684135715067396,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00375896,0.001232555,0.002415966,0.001739525,0.001080823,0.004187313,0.002812596,0.003983901,0.003210029],"category_scores_gemma":[0.01198363,0.001650177,0.002366179,0.002261014,0.003021199,0.005521561,0.001990135,0.003728637,0.0003806494],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001888255,"about_ca_system_score_gemma":0.001799838,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006233426,"about_ca_topic_score_gemma":0.005441925,"domain_scores_codex":[0.9989299,0.0005347688,0.00005839021,0.0001298434,0.0002662588,0.00008085584],"domain_scores_gemma":[0.9935895,0.005095276,0.0003519742,0.0002483517,0.0004314268,0.0002834422],"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":[0.0000308803,0.00005955558,0.0004060149,0.00006051168,0.00006096214,0.00008501826,0.00006743879,0.4560121,0.0004533155,0.5334539,0.0009038955,0.008406437],"study_design_scores_gemma":[0.000005955369,0.000004263301,0.00004662365,0.000007734735,0.000007335716,0.00001634435,0.000004989649,0.9193162,0.00005117526,0.08024056,0.0002880752,0.00001067677],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.02144005,0.002844533,0.9679981,0.001063799,0.0002329846,0.00003554212,0.00005449275,0.0001321507,0.00619826],"genre_scores_gemma":[0.6503734,0.006956846,0.3133837,0.0005819324,0.001309126,0.0002970205,0.0002807784,0.0004049874,0.02641219],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.006233426,"threshold_uncertainty_score":0.01987958,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}