{"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":"64052438c3af","filters":{"venue":"Fundamentals of Software Engineering"}},"results":[{"id":"W1871530777","doi":"10.5555/1497115.1497123","title":"A Logical Reasoning Approach to Automatic Composition of Stateless Components","year":2009,"lang":"en","type":"article","venue":"Fundamentals of Software Engineering","topic":"Advanced Software Engineering Methodologies","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Waterloo","funders":"","keywords":"Stateless protocol; Computer science; Component (thermodynamics); Reuse; Component-based software engineering; Simple (philosophy); Composition (language); Software; Process calculus; Process (computing); Theoretical computer science; Programming language; Property (philosophy); Software system; Distributed computing; Engineering","authors":[{"name":"Seyyed Vahid Hashemian","is_ca":true},{"name":"Farhad Mavaddat","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03374155395617306,"gpt":0.2729743231916522,"spread":0.2392327692354791,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006738291,0.0009282301,0.0007399361,0.00215205,0.002545589,0.003552629,0.002856779,0.001701069,0.005030788],"category_scores_gemma":[0.01475252,0.001185874,0.003775195,0.001204461,0.005710625,0.005547633,0.003025332,0.003209108,0.001542448],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001534071,"about_ca_system_score_gemma":0.003384341,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002741871,"about_ca_topic_score_gemma":0.002944839,"domain_scores_codex":[0.9952259,0.001469099,0.0005714226,0.0008623744,0.001603495,0.0002676455],"domain_scores_gemma":[0.9937295,0.003960321,0.0004816643,0.0007207303,0.0009579669,0.0001497837],"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":[0.0002164905,0.0002860047,0.0007655407,0.0006650575,0.0001385617,0.0008335435,0.001184884,0.07347059,0.02424579,0.7556345,0.002559259,0.1399998],"study_design_scores_gemma":[0.0001593791,0.0001579442,0.0001709692,0.0001301062,0.0001930918,0.0006413679,0.0001862781,0.4433404,0.04123271,0.4954593,0.01821756,0.0001108891],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.001180404,0.00002146487,0.9976799,0.0001081148,0.00001665475,0.00006058544,0.00001283288,0.0003498553,0.0005701322],"genre_scores_gemma":[0.03682733,0.0001033896,0.9614907,0.0001589149,0.00004169852,0.0001388839,0.0000976683,0.00009970354,0.00104179],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.006738291,"threshold_uncertainty_score":0.03563589,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2124312938","doi":"10.5555/1775223.1775235","title":"Automatic composition of stateless components: a logical reasoning approach","year":2007,"lang":"en","type":"article","venue":"Fundamentals of Software Engineering","topic":"Logic, Reasoning, and Knowledge","field":"Computer 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":"University of Waterloo","funders":"","keywords":"Stateless protocol; Computer science; Component (thermodynamics); Component-based software engineering; Reuse; Workflow; Composition (language); Simple (philosophy); Programming language; Software; Process (computing); Software system; Software engineering; Distributed computing; Theoretical computer science; Database; Engineering","authors":[{"name":"Seyyed Vahid Hashemian","is_ca":true},{"name":"Farhad Mavaddat","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01622882126024279,"gpt":0.233477971207716,"spread":0.2172491499474732,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004010705,0.00120871,0.001235931,0.002073777,0.002271618,0.003829375,0.003833625,0.002105393,0.005861555],"category_scores_gemma":[0.01187601,0.001721215,0.00276539,0.001367513,0.003400818,0.007652697,0.003518771,0.002675197,0.001385474],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009944836,"about_ca_system_score_gemma":0.001686454,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001521387,"about_ca_topic_score_gemma":0.002912886,"domain_scores_codex":[0.9961372,0.0008060769,0.0003510518,0.0007702261,0.001632271,0.0003031042],"domain_scores_gemma":[0.9925933,0.00392427,0.0004358439,0.001827772,0.001006681,0.0002120674],"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":[0.0008088545,0.0004644019,0.002017316,0.0008985722,0.0002869484,0.001368678,0.001254849,0.1016526,0.06453744,0.4641069,0.005081806,0.3575216],"study_design_scores_gemma":[0.0001279798,0.0001005765,0.0002483747,0.0001008218,0.0003290433,0.0004765114,0.0001788929,0.531856,0.05782349,0.3984093,0.01027145,0.00007744422],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.00652395,0.00008559255,0.9905437,0.00008190838,0.00003872932,0.00006753812,0.00002405492,0.001379082,0.001255474],"genre_scores_gemma":[0.1259318,0.0001604046,0.8705884,0.00008147172,0.00004098374,0.0001047792,0.0001867729,0.0004054554,0.002499874],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.005861555,"threshold_uncertainty_score":0.02121091,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}