{"meta":{"query_hash":"a10630f25ae9","filters":{"venue":"International Conference on Software Engineering Advances"},"cohort_total":9,"direct_labels_cover":0,"predictions_cover":9,"exported":9,"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/a10630f25ae9","api":"https://metacan.xera.ac/api/v1/cohort?venue=International+Conference+on+Software+Engineering+Advances"},"results":[{"id":"W113659863","doi":"","title":"Towards a Knowledge-Based Representation of Non-Functional Requirements","year":2012,"lang":"en","type":"article","venue":"International Conference on Software Engineering Advances","topic":"Advanced Software Engineering Methodologies","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"École de Technologie Supérieure","funders":"","keywords":"Computer science; Ontology; Non-functional requirement; Semantics (computer science); Representation (politics); Knowledge representation and reasoning; Domain (mathematical analysis); Functional requirement; Software engineering; Knowledge management; Artificial intelligence; Programming language; Software development; Software; Mathematics","score_opus":0.10304770927493087,"score_gpt":0.3669804292481474,"score_spread":0.26393271997321655,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W113659863","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.002842972,0.00024060444,0.9883122,0.0008360035,0.000041380106,0.00015698635,0.00046933626,0.0004548549,0.006645643],"genre_scores_gemma":[0.040372767,0.0007193635,0.95438033,0.00019545387,0.000034860117,0.00034190153,0.0017276846,0.00010187596,0.002125736],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9959353,0.0014802224,0.0006017228,0.00040991572,0.0013601809,0.00021256586],"domain_scores_gemma":[0.99416393,0.0021613091,0.00068880094,0.0014123913,0.0013965783,0.00017701685],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0058486136,0.0011709455,0.0008986104,0.0044531333,0.0010087269,0.0076404056,0.0031494265,0.0025793542,0.002531953],"category_scores_gemma":[0.012252956,0.0009040775,0.002149388,0.0039824704,0.0018468474,0.008877453,0.0027675852,0.003598764,0.0017322337],"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":[0.000047226957,0.00016520874,0.0009164186,0.0007446836,0.00008793521,0.000988742,0.0039339834,0.046548326,0.006495097,0.81773823,0.0053211716,0.117012985],"study_design_scores_gemma":[0.000051736875,0.00007717275,0.0008168381,0.0009595364,0.00018479125,0.00083007466,0.0021615156,0.3064639,0.0072282287,0.5070244,0.17408755,0.00011424117],"about_ca_topic_score_codex":0.008093141,"about_ca_topic_score_gemma":0.009294865,"teacher_disagreement_score":0.008093141,"about_ca_system_score_codex":0.001984723,"about_ca_system_score_gemma":0.004101532,"threshold_uncertainty_score":0.030930817},"labels":[],"label_agreement":null},{"id":"W1967306633","doi":"10.1109/icsea.2006.36","title":"Enterprise Resource Planning Diffusion: Measuring the Impact of Network Exposure and Power","year":2006,"lang":"en","type":"article","venue":"International Conference on Software Engineering Advances","topic":"Digital Platforms and Economics","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"École de Technologie Supérieure; HEC Montréal; Polytechnique Montréal","funders":"","keywords":"Enterprise resource planning; Interlock; Diffusion; Resource (disambiguation); Business; Resource dependence theory; Industrial organization; Power (physics); Innovation diffusion; Computer science; Knowledge management; Marketing; Engineering; Microeconomics; Economics; Computer network","score_opus":0.01274399466232434,"score_gpt":0.21874161563726321,"score_spread":0.20599762097493887,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1967306633","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99106205,0.00011626568,0.003202971,0.00007740615,0.000003225708,0.000054040313,0.00023624151,0.000020906506,0.005226914],"genre_scores_gemma":[0.9989114,0.000054769025,0.00063113804,0.000005250513,0.0000050506933,0.000020106476,0.00012470169,0.0000026728014,0.00024502928],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99776006,0.001036572,0.00021920854,0.00029126895,0.000545934,0.00014691711],"domain_scores_gemma":[0.93831116,0.044544615,0.011283435,0.0020114041,0.0020104165,0.0018390598],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003166456,0.00024224691,0.00025850208,0.0031151904,0.00034582772,0.0010939243,0.0005179257,0.00056722783,0.002397065],"category_scores_gemma":[0.03470768,0.00014497127,0.00029490257,0.00329851,0.0007766463,0.0028901978,0.0013205651,0.0006035057,0.00021396426],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00018654318,0.00024524357,0.9597506,0.000074544325,0.00022859543,0.00010067579,0.0021335464,0.0055602114,0.0009787886,0.002219587,0.00015372218,0.028367903],"study_design_scores_gemma":[0.000017828328,0.00042142262,0.9702303,0.000025822526,0.00010451822,0.00026692363,0.0026683274,0.020189114,0.0014222722,0.003514405,0.0010985213,0.000040621708],"about_ca_topic_score_codex":0.0035887398,"about_ca_topic_score_gemma":0.0025095064,"teacher_disagreement_score":0.0035887398,"about_ca_system_score_codex":0.00059356866,"about_ca_system_score_gemma":0.00026479797,"threshold_uncertainty_score":0.016745985},"labels":[],"label_agreement":null},{"id":"W2070698052","doi":"10.1109/icsea.2006.14","title":"Adaptive Manufacturing: A Real-Time Simulation-Based Control System","year":2006,"lang":"en","type":"article","venue":"International Conference on Software Engineering Advances","topic":"Business Process Modeling and Analysis","field":"Business, Management and Accounting","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Polytechnique Montréal; École de Technologie Supérieure","funders":"","keywords":"Manufacturing execution system; Computer science; Enterprise resource planning; Computer-integrated manufacturing; Production planning; Process development execution system; Production control; Architecture; Control (management); Real-time Control System; Production (economics); Distributed computing; Real-time computing; Systems engineering; Engineering; Artificial intelligence","score_opus":0.012975922100053931,"score_gpt":0.2250422922051719,"score_spread":0.21206637010511797,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2070698052","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.02433713,0.00028234182,0.946909,0.0003028577,0.0001831792,0.00017511952,0.00018204546,0.019844849,0.0077834977],"genre_scores_gemma":[0.7749696,0.00040546176,0.21564044,0.00029566322,0.00007917298,0.00046049475,0.00048779804,0.00041744017,0.0072439606],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99959,0.00009071316,0.000031165084,0.00011152368,0.00014778868,0.000028818618],"domain_scores_gemma":[0.9995493,0.00018270283,0.00005156595,0.00009436108,0.000074472766,0.000047552374],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00071693887,0.00058508053,0.0004313738,0.00050903327,0.00035428198,0.0012623738,0.001511666,0.0007985873,0.0056874766],"category_scores_gemma":[0.0012186298,0.00031146986,0.0003461361,0.0002995392,0.00057826535,0.0007605028,0.0007480183,0.00072178734,0.0009115001],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0011915448,0.00043489673,0.0027796745,0.00033666665,0.0001711493,0.0005672999,0.00046531367,0.60078263,0.09704773,0.037068944,0.00937642,0.24977767],"study_design_scores_gemma":[0.00008041878,0.00012714983,0.00033843674,0.000020735868,0.000036339654,0.00007266375,0.000012802194,0.9680379,0.013443245,0.0037593541,0.014038361,0.000032660886],"about_ca_topic_score_codex":0.0024554385,"about_ca_topic_score_gemma":0.0014517461,"teacher_disagreement_score":0.0056874766,"about_ca_system_score_codex":0.0004752122,"about_ca_system_score_gemma":0.0006430844,"threshold_uncertainty_score":0.019026518},"labels":[],"label_agreement":null},{"id":"W2208476196","doi":"","title":"Migrating Functional Requirements in SSUCD Use Cases to a More Formal Representation","year":2011,"lang":"en","type":"article","venue":"International Conference on Software Engineering Advances","topic":"Advanced Software Engineering Methodologies","field":"Computer Science","cited_by":0,"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 Alberta","funders":"","keywords":"Unified Modeling Language; Computer science; Correctness; Applications of UML; UML tool; Model transformation; Software engineering; Programming language; Formal specification; Representation (politics); Transformation (genetics); Software; Artificial intelligence","score_opus":0.22930247169562906,"score_gpt":0.360364319456725,"score_spread":0.13106184776109592,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2208476196","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":[0.03218419,0.00007401485,0.9527237,0.0005962492,0.00005261178,0.0007909221,0.0004766469,0.0017492237,0.011352501],"genre_scores_gemma":[0.2562395,0.0002637147,0.73178864,0.00026840536,0.000030334491,0.0014448003,0.0019823737,0.00091612857,0.00706617],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.987857,0.004908798,0.0011614843,0.0005928809,0.00494357,0.0005363209],"domain_scores_gemma":[0.98471546,0.007721696,0.0013002339,0.0035596897,0.0025050526,0.00019792677],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006436263,0.0011086774,0.0005452465,0.004043539,0.00069349405,0.005363131,0.0018359525,0.0016046528,0.003603067],"category_scores_gemma":[0.024503019,0.0009196817,0.0014567163,0.0015742757,0.0019314187,0.0031819798,0.0025484592,0.0019679929,0.0016551584],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00029535693,0.0007876121,0.0058915406,0.0012423097,0.00010337974,0.006348432,0.012904059,0.20260091,0.087922804,0.35833997,0.008853189,0.3147104],"study_design_scores_gemma":[0.00018256082,0.00030526772,0.0029329553,0.0008371202,0.000110206514,0.0023585719,0.0032308556,0.59348756,0.09876261,0.13116066,0.16638902,0.00024259693],"about_ca_topic_score_codex":0.004447911,"about_ca_topic_score_gemma":0.0041070045,"teacher_disagreement_score":0.006436263,"about_ca_system_score_codex":0.00274083,"about_ca_system_score_gemma":0.0028357045,"threshold_uncertainty_score":0.034038603},"labels":[],"label_agreement":null},{"id":"W2339265271","doi":"","title":"Productivity-Based Software Estimation Model: An Economics Perspective and an Empirical Study","year":2014,"lang":"en","type":"article","venue":"International Conference on Software Engineering Advances","topic":"Software Engineering Research","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université du Québec","funders":"","keywords":"Estimation; Productivity; Computer science; Perspective (graphical); Econometrics; Empirical research; Economics; Macroeconomics; Statistics; Artificial intelligence; Mathematics; Management","score_opus":0.03628275940788956,"score_gpt":0.3461561581016258,"score_spread":0.30987339869373626,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2339265271","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.1675097,0.0015042844,0.82047194,0.0013258278,0.000060996244,0.00007106594,0.00020955697,0.00023283297,0.008613708],"genre_scores_gemma":[0.9589766,0.0010993895,0.03427756,0.000076612465,0.000098313736,0.00007517193,0.0002409699,0.000045927492,0.005109495],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9984889,0.0007541097,0.00006354969,0.00027436807,0.00028539644,0.00013357993],"domain_scores_gemma":[0.98496914,0.01212592,0.0011074615,0.00058364077,0.0010476648,0.00016614576],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0045243884,0.0009372954,0.00086773164,0.0020523807,0.0005163276,0.0028768007,0.002248276,0.0019987386,0.0034368737],"category_scores_gemma":[0.020494834,0.00049473287,0.0009774803,0.0025257114,0.0012138654,0.003867116,0.001097089,0.0013214747,0.0006626169],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00011055721,0.0002454775,0.019014645,0.00015290848,0.0001396475,0.00030543312,0.0002686307,0.7478194,0.0010469223,0.15728267,0.0018227879,0.07179096],"study_design_scores_gemma":[0.000009805629,0.00004958659,0.0023338217,0.000023728573,0.00004809779,0.000081937964,0.000049388134,0.95700246,0.00033019806,0.03954346,0.00051116914,0.00001634464],"about_ca_topic_score_codex":0.005386782,"about_ca_topic_score_gemma":0.0029638684,"teacher_disagreement_score":0.005386782,"about_ca_system_score_codex":0.0019862708,"about_ca_system_score_gemma":0.001369499,"threshold_uncertainty_score":0.02392757},"labels":[],"label_agreement":null},{"id":"W2607355777","doi":"","title":"Requirement-based Software Testing With the UML: A Systematic Mapping Study","year":2012,"lang":"en","type":"article","venue":"International Conference on Software Engineering Advances","topic":"Software Testing and Debugging Techniques","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Carleton University","funders":"","keywords":"Computer science; Software testing; Unified Modeling Language; Software engineering; Software performance testing; Applications of UML; Software; Reliability engineering; Programming language; Software development; Software construction; Engineering","score_opus":0.0600898824269571,"score_gpt":0.2875042514738007,"score_spread":0.22741436904684362,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2607355777","genre_codex":"empirical","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"review","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8457267,0.0034995072,0.13919829,0.00037674227,0.000027537119,0.0032982838,0.0004830397,0.00027593892,0.007114],"genre_scores_gemma":[0.9124456,0.0014360683,0.083625905,0.00013073419,0.0000063747357,0.0010583072,0.00042033495,0.00007051954,0.0008061081],"study_design_codex":"design_other","study_design_gemma":"systematic_review","domain_scores_codex":[0.9688965,0.021369573,0.002843849,0.0014714153,0.0048683197,0.000550334],"domain_scores_gemma":[0.81745315,0.13899651,0.010888449,0.010894022,0.021108111,0.0006597219],"candidate_categories":["bibliometrics"],"consensus_categories":[],"category_scores_codex":[0.023104073,0.0007296174,0.00071653345,0.008576163,0.0013729072,0.0014229111,0.0014666603,0.00086656417,0.0012018615],"category_scores_gemma":[0.10643105,0.00064400624,0.0011342069,0.0050317263,0.0012393898,0.0034538354,0.003070647,0.00095491234,0.00022813355],"study_design_candidate":"systematic_review","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0005327838,0.0024276297,0.14250576,0.007871989,0.0005697935,0.0016605264,0.11739616,0.0064760847,0.013834295,0.013050514,0.0014702709,0.6922042],"study_design_scores_gemma":[0.0008229186,0.01004312,0.41641873,0.02367647,0.00545905,0.015269672,0.19061375,0.10851704,0.10393166,0.039592456,0.08499989,0.0006552622],"about_ca_topic_score_codex":0.0044905776,"about_ca_topic_score_gemma":0.007983798,"teacher_disagreement_score":0.99142385,"about_ca_system_score_codex":0.0021981741,"about_ca_system_score_gemma":0.0067897164,"threshold_uncertainty_score":0.122187495},"labels":[],"label_agreement":null},{"id":"W2607752446","doi":"","title":"Towards a Framework for Software Product Maturity Measurement","year":2015,"lang":"en","type":"article","venue":"International Conference on Software Engineering Advances","topic":"Software Engineering Research","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":"Concordia University","funders":"","keywords":"Capability Maturity Model; Maturity (psychological); Computer science; Product (mathematics); Software measurement; Software; Software engineering; Software quality; Software development; Mathematics; Operating system; Psychology","score_opus":0.08699938751624543,"score_gpt":0.3322893598957313,"score_spread":0.24528997237948585,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2607752446","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":[0.0024481462,0.0001768303,0.99280375,0.0004493804,0.00002810771,0.00025503058,0.00017462655,0.0019408403,0.0017233413],"genre_scores_gemma":[0.04362697,0.00016205008,0.954312,0.00009321598,0.00002631869,0.0004325079,0.00051979284,0.00015355679,0.0006736573],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.97617835,0.007245556,0.0044514337,0.0029603408,0.008296355,0.00086796295],"domain_scores_gemma":[0.97187257,0.007844812,0.003179818,0.004592924,0.011464267,0.0010455985],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.020434763,0.0022827466,0.0019010893,0.011405321,0.002096602,0.013049993,0.004264422,0.0036796606,0.0021711995],"category_scores_gemma":[0.04578292,0.0016806081,0.002473208,0.0066068685,0.0026124127,0.012407765,0.0071508754,0.0055812164,0.0024488287],"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":[0.000106622974,0.000605895,0.019420262,0.0007547464,0.0003158473,0.00030523507,0.002376901,0.02155174,0.01136659,0.48102954,0.008516455,0.45365015],"study_design_scores_gemma":[0.000058631453,0.00038130733,0.011175097,0.0012445828,0.00034233998,0.0006415267,0.0019430204,0.47381917,0.013610407,0.42571458,0.07080893,0.00026040873],"about_ca_topic_score_codex":0.010792689,"about_ca_topic_score_gemma":0.010301375,"teacher_disagreement_score":0.020434763,"about_ca_system_score_codex":0.0037319527,"about_ca_system_score_gemma":0.007282287,"threshold_uncertainty_score":0.10807067},"labels":[],"label_agreement":null},{"id":"W3048758719","doi":"","title":"ReUse: A Recommendation System for Implementing User Stories","year":2016,"lang":"en","type":"article","venue":"International Conference on Software Engineering Advances","topic":"Persona Design and Applications","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":"Université Laval; Concordia University","funders":"","keywords":"Reuse; Computer science; Recommender system; World Wide Web; Engineering; Waste management","score_opus":0.04073145796356365,"score_gpt":0.30414334796174874,"score_spread":0.2634118899981851,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3048758719","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":[0.06941659,0.0022801042,0.50656575,0.0016407055,0.00037066208,0.0016365875,0.026360475,0.3705453,0.021183882],"genre_scores_gemma":[0.17973156,0.0018579379,0.6740185,0.00078639743,0.00022733069,0.0012121361,0.0740125,0.010083137,0.058070384],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9988393,0.00025175384,0.00015932295,0.00022302773,0.00045783666,0.00006877285],"domain_scores_gemma":[0.9956578,0.0014382402,0.0002897768,0.0013094076,0.0009807519,0.0003241362],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00147168,0.001771178,0.0010980588,0.005377205,0.00096354604,0.0020027356,0.001983135,0.0018777488,0.023555027],"category_scores_gemma":[0.009804006,0.0008703488,0.0011369523,0.0032095814,0.0002138786,0.0042483066,0.001999393,0.0009970512,0.013892355],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0016781198,0.00079124543,0.011201418,0.0011136151,0.0004457756,0.00070856605,0.0012853744,0.002154059,0.015490574,0.0028885722,0.19600014,0.76624244],"study_design_scores_gemma":[0.0010343242,0.0016697724,0.02523043,0.0006825192,0.0015534036,0.0025582367,0.002486484,0.3425087,0.059563838,0.014821402,0.5472264,0.0006645275],"about_ca_topic_score_codex":0.010856244,"about_ca_topic_score_gemma":0.023028225,"teacher_disagreement_score":0.023555027,"about_ca_system_score_codex":0.00059831684,"about_ca_system_score_gemma":0.0008346237,"threshold_uncertainty_score":0.078799486},"labels":[],"label_agreement":null},{"id":"W3203214494","doi":"","title":"Software Functional Sizing Automation from Requirements Written as Triplets","year":2021,"lang":"en","type":"article","venue":"International Conference on Software Engineering Advances","topic":"Software Engineering Research","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université du Québec à Montréal","funders":"","keywords":"Computer science; Automation; Software requirements specification; Software; Functional requirement; Sizing; Software engineering; Software construction; Programming language; Software development; Engineering","score_opus":0.04094549634603421,"score_gpt":0.30153369169442273,"score_spread":0.2605881953483885,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3203214494","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.03435934,0.000038538088,0.95216477,0.00010087455,0.00004504386,0.00020742379,0.00029060364,0.007296226,0.0054971767],"genre_scores_gemma":[0.34098673,0.00007951033,0.6522516,0.00009470701,0.000027963291,0.00023534252,0.0013809542,0.0018824295,0.0030607576],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99833906,0.00042935667,0.0001719207,0.00023580535,0.0006908472,0.000132948],"domain_scores_gemma":[0.99609,0.002015013,0.00040672818,0.0007918417,0.0006263123,0.00007006148],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0014690441,0.000983753,0.00065225497,0.0013042259,0.00039090804,0.0011114903,0.0006668138,0.00054371293,0.0061970884],"category_scores_gemma":[0.0059371954,0.0007097986,0.0016092117,0.0008738259,0.00050743046,0.0009995659,0.0011392767,0.0012945716,0.0015530164],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0004890519,0.00025599854,0.0025354784,0.0006484579,0.00012277991,0.001295921,0.0005946216,0.23235501,0.12567195,0.061183043,0.009508465,0.5653392],"study_design_scores_gemma":[0.000060310784,0.00024528065,0.00079254434,0.00008979873,0.00005426307,0.0003502356,0.0001280031,0.9058301,0.04750158,0.03542882,0.009487239,0.000031769858],"about_ca_topic_score_codex":0.001001179,"about_ca_topic_score_gemma":0.001853279,"teacher_disagreement_score":0.0061970884,"about_ca_system_score_codex":0.00040457808,"about_ca_system_score_gemma":0.00085512875,"threshold_uncertainty_score":0.02073133},"labels":[],"label_agreement":null}]}