{"meta":{"query_hash":"64052438c3af","filters":{"venue":"Fundamentals of Software Engineering"},"cohort_total":2,"direct_labels_cover":0,"predictions_cover":2,"exported":2,"export_cap":100000,"truncated":false,"label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12"},"permalink":"https://metacan.xera.ac/q/64052438c3af","api":"https://metacan.xera.ac/api/v1/cohort?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,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_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","score_opus":0.033741553956173065,"score_gpt":0.27297432319165216,"score_spread":0.2392327692354791,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1871530777","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0011804042,0.000021464872,0.9976799,0.000108114764,0.000016654752,0.000060585437,0.000012832879,0.0003498553,0.00057013216],"genre_scores_gemma":[0.036827326,0.00010338963,0.9614907,0.00015891486,0.00004169852,0.00013888389,0.0000976683,0.00009970354,0.0010417902],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9952259,0.0014690994,0.00057142257,0.0008623744,0.0016034949,0.0002676455],"domain_scores_gemma":[0.9937295,0.003960321,0.00048166432,0.0007207303,0.0009579669,0.00014978372],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0067382907,0.0009282301,0.0007399361,0.0021520497,0.0025455893,0.003552629,0.0028567787,0.001701069,0.005030788],"category_scores_gemma":[0.01475252,0.0011858739,0.0037751948,0.0012044613,0.0057106246,0.0055476334,0.0030253315,0.0032091083,0.0015424481],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00021649049,0.00028600465,0.0007655407,0.00066505745,0.0001385617,0.0008335435,0.0011848839,0.07347059,0.024245791,0.7556345,0.0025592588,0.13999979],"study_design_scores_gemma":[0.00015937907,0.00015794419,0.00017096922,0.00013010621,0.0001930918,0.0006413679,0.00018627812,0.44334036,0.04123271,0.49545932,0.01821756,0.0001108891],"about_ca_topic_score_codex":0.0027418714,"about_ca_topic_score_gemma":0.0029448392,"teacher_disagreement_score":0.0067382907,"about_ca_system_score_codex":0.0015340713,"about_ca_system_score_gemma":0.0033843413,"threshold_uncertainty_score":0.03563589},"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,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_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","score_opus":0.016228821260242787,"score_gpt":0.233477971207716,"score_spread":0.2172491499474732,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2124312938","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0065239505,0.00008559255,0.99054366,0.00008190838,0.00003872932,0.000067538116,0.000024054922,0.0013790816,0.001255474],"genre_scores_gemma":[0.1259318,0.00016040461,0.8705884,0.00008147172,0.000040983745,0.0001047792,0.00018677292,0.0004054554,0.0024998735],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9961372,0.00080607686,0.00035105177,0.00077022606,0.0016322708,0.00030310417],"domain_scores_gemma":[0.99259335,0.00392427,0.00043584392,0.0018277722,0.0010066807,0.00021206745],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004010705,0.0012087104,0.0012359311,0.0020737771,0.0022716182,0.0038293754,0.0038336252,0.0021053925,0.005861555],"category_scores_gemma":[0.011876012,0.0017212147,0.0027653896,0.0013675132,0.003400818,0.007652697,0.0035187707,0.002675197,0.001385474],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00080885453,0.00046440194,0.0020173162,0.00089857215,0.00028694837,0.001368678,0.0012548494,0.10165258,0.064537436,0.46410692,0.005081806,0.35752162],"study_design_scores_gemma":[0.00012797982,0.000100576464,0.0002483747,0.000100821824,0.00032904334,0.00047651143,0.0001788929,0.531856,0.057823487,0.39840934,0.010271451,0.00007744422],"about_ca_topic_score_codex":0.0015213875,"about_ca_topic_score_gemma":0.002912886,"teacher_disagreement_score":0.005861555,"about_ca_system_score_codex":0.0009944836,"about_ca_system_score_gemma":0.0016864536,"threshold_uncertainty_score":0.021210909},"labels":[],"label_agreement":null}]}