{"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":"e0be72dcd43d","filters":{"venue":"Communications in Optimization Theory"}},"results":[{"id":"W4312234236","doi":"10.23952/cot.2022.13","title":"Holditch’s Envelope","year":2022,"lang":"en","type":"article","venue":"Communications in Optimization Theory","topic":"Fashion and Cultural Textiles","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Concordia University","funders":"","keywords":"Envelope (radar); Computer science; Telecommunications","authors":[{"name":"Harald Proppe","is_ca":true},{"name":"Alina Stancu","is_ca":true},{"name":"Ronald J. Stern","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.06501096014975057,"gpt":0.2678663878900004,"spread":0.2028554277402498,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00108358,0.0005771707,0.0007107178,0.001269286,0.001616382,0.002388796,0.001051192,0.001391394,0.01071613],"category_scores_gemma":[0.00555504,0.0004667046,0.001196565,0.0007970508,0.002891355,0.003901329,0.002836483,0.002401878,0.002154372],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001264754,"about_ca_system_score_gemma":0.000775483,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002532258,"about_ca_topic_score_gemma":0.001478033,"domain_scores_codex":[0.9993,0.00008675834,0.0000321242,0.0002087617,0.0001890074,0.0001831953],"domain_scores_gemma":[0.9984639,0.0004916589,0.0001279744,0.0003154212,0.0004105034,0.0001906337],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00003358674,0.000008498133,0.0004332476,0.00003119607,0.000007882488,0.00009649619,0.0001961699,0.003801415,0.001114519,0.9808837,0.002795315,0.01059794],"study_design_scores_gemma":[0.00001705179,0.00008598442,0.00133324,0.00004559792,0.00001229671,0.0002930668,0.0002313795,0.03172455,0.001652347,0.9340602,0.03051564,0.00002864815],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1613028,0.002202645,0.4614476,0.004100705,0.0003750297,0.000133093,0.001039837,0.0002362657,0.3691621],"genre_scores_gemma":[0.8739797,0.0015567,0.0365679,0.0007005586,0.0003170993,0.0001345532,0.0007150135,0.0003018756,0.08572654],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01071613,"threshold_uncertainty_score":0.03584903,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4313016375","doi":"10.23952/cot.2022.6","title":"Optimal control of a class of semilinear systems on Banach spaces driven by vector measures and relaxed controls","year":2022,"lang":"en","type":"article","venue":"Communications in Optimization Theory","topic":"Stability and Controllability of Differential Equations","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Ottawa","funders":"","keywords":"Banach space; Class (philosophy); Mathematics; Pure mathematics; Control (management); Vector (molecular biology); Lp space; Control theory (sociology); Computer science; Artificial intelligence; Biology","authors":[{"name":"N. U. Ahmed","is_ca":true},{"name":"J. Warga","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01391364962913824,"gpt":0.2301718702372883,"spread":0.21625822060815,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001060208,0.0009877472,0.0008088421,0.0004262107,0.0002728873,0.00126136,0.0007193359,0.0008764325,0.00143563],"category_scores_gemma":[0.001804554,0.0003580819,0.0008170063,0.0003417862,0.00141171,0.001282346,0.001226478,0.001311453,0.0001460648],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005847422,"about_ca_system_score_gemma":0.0006935631,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00135955,"about_ca_topic_score_gemma":0.0005368855,"domain_scores_codex":[0.9992411,0.0003019335,0.00004231303,0.0001660923,0.0001609303,0.00008760467],"domain_scores_gemma":[0.9992822,0.0003222825,0.0001699248,0.00005957114,0.0001111694,0.00005502394],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001531829,0.0001066682,0.0006223346,0.0002932597,0.0001309656,0.0002637584,0.0001956861,0.6776172,0.01477375,0.2848787,0.0008284285,0.02013602],"study_design_scores_gemma":[0.00001899983,0.0001346977,0.0003074,0.00001958579,0.00001443813,0.00004424283,0.00003903154,0.9633427,0.001157859,0.03403678,0.0008682316,0.0000159724],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.06203423,0.0007335193,0.9295907,0.0003937596,0.00007322845,0.00006375944,0.00007125433,0.00007779036,0.006961754],"genre_scores_gemma":[0.9427606,0.000897518,0.05029513,0.0001316047,0.00009852288,0.0002155555,0.0001354652,0.00002951993,0.005435966],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.00143563,"threshold_uncertainty_score":0.005606949,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}