{"meta":{"query_hash":"34692b3c3670","filters":{"venue":"Journal of Software Engineering and Applications"},"cohort_total":34,"direct_labels_cover":0,"predictions_cover":34,"exported":34,"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/34692b3c3670","api":"https://metacan.xera.ac/api/v1/cohort?venue=Journal+of+Software+Engineering+and+Applications"},"results":[{"id":"W1964781845","doi":"10.4236/jsea.2010.310114","title":"Software Engineering Principles: Do They Meet Engineering Criteria?","year":2010,"lang":"en","type":"article","venue":"Journal of Software Engineering and Applications","topic":"Software Engineering Techniques and Practices","field":"Computer Science","cited_by":8,"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; Université du Québec à Montréal","funders":"","keywords":"Software engineering; Social software engineering; Software Engineering Process Group; Software requirements; Set (abstract data type); Software; Computer science; Engineering; Systems engineering; Software development; Software construction","score_opus":0.010305557029983871,"score_gpt":0.24372009149853854,"score_spread":0.23341453446855467,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1964781845","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":"methods","model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":"methods","domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.096303724,0.027482923,0.40970063,0.18178256,0.0035793365,0.0018479353,0.0007037805,0.0011235134,0.2774756],"genre_scores_gemma":[0.614454,0.008423078,0.35088366,0.0121174855,0.0022266114,0.0021314388,0.0008149329,0.0004782696,0.008470496],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9474623,0.015743466,0.00526137,0.0029167167,0.026406715,0.0022093882],"domain_scores_gemma":[0.85315186,0.06021957,0.015514905,0.012422474,0.05433867,0.0043526134],"candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.03643357,0.001334181,0.002172307,0.0077797566,0.003876444,0.010950779,0.0032837428,0.005469661,0.004054436],"category_scores_gemma":[0.14532955,0.00092162634,0.0010487335,0.0056819054,0.013987327,0.022455761,0.004571943,0.0050714454,0.0026661884],"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":[0.000069030415,0.00034272927,0.010277354,0.0014862678,0.00009910497,0.0002357889,0.0033560353,0.0023103417,0.000641974,0.8012414,0.0186687,0.16127123],"study_design_scores_gemma":[0.00009906552,0.00019177355,0.00419445,0.0013871208,0.000055698478,0.00047111884,0.005896289,0.005470834,0.00079361285,0.876715,0.10464211,0.00008298385],"about_ca_topic_score_codex":0.0023680248,"about_ca_topic_score_gemma":0.0022719274,"teacher_disagreement_score":0.9635664,"about_ca_system_score_codex":0.0036284197,"about_ca_system_score_gemma":0.010916436,"threshold_uncertainty_score":0.19268137},"labels":[],"label_agreement":null},{"id":"W1969530778","doi":"10.4236/jsea.2014.73018","title":"A Quality Assurance Model for Airborne Safety-Critical Software","year":2014,"lang":"en","type":"article","venue":"Journal of Software Engineering and Applications","topic":"Safety Systems Engineering in Autonomy","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Concordia University","funders":"","keywords":"Avionics software; Software quality analyst; Software quality assurance; Software quality; Life-critical system; Verification and validation; Software quality control; Reliability engineering; Software development; Certification; Engineering; Software; Software construction; Avionics; Computer science; Systems engineering; Operations management","score_opus":0.01150471182381399,"score_gpt":0.24791189208083367,"score_spread":0.23640718025701968,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1969530778","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":[0.04149053,0.00024969963,0.9458713,0.00091282424,0.000031875403,0.00016134769,0.00017543884,0.00058478164,0.010522241],"genre_scores_gemma":[0.77666175,0.00040591328,0.21424983,0.00015789563,0.000055003842,0.000498838,0.00039894678,0.00013012688,0.0074416124],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9976356,0.0005378271,0.00020072689,0.00033192855,0.0010492322,0.0002446757],"domain_scores_gemma":[0.9944174,0.0023590147,0.0009082547,0.0005739777,0.0015193028,0.00022202196],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0025796217,0.0007154564,0.0003895745,0.0013687791,0.00060108036,0.002285296,0.0016632979,0.0017186736,0.0023445818],"category_scores_gemma":[0.0065946314,0.00043779553,0.0011196049,0.0008385578,0.0015444747,0.002764071,0.0012343839,0.0017279786,0.00061340205],"study_design_candidate":"not_applicable","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":[0.00014684629,0.000256172,0.004237338,0.00021439682,0.00006115343,0.00072406384,0.0013645375,0.3806637,0.011442446,0.54980624,0.0020542305,0.04902888],"study_design_scores_gemma":[0.000059388567,0.00017918837,0.0007603067,0.000057089368,0.000036490703,0.00019324746,0.00009393067,0.89049584,0.0016031926,0.09809873,0.008395532,0.000026998472],"about_ca_topic_score_codex":0.008222912,"about_ca_topic_score_gemma":0.0037998487,"teacher_disagreement_score":0.008222912,"about_ca_system_score_codex":0.0018372306,"about_ca_system_score_gemma":0.0022045684,"threshold_uncertainty_score":0.01635009},"labels":[],"label_agreement":null},{"id":"W1977623524","doi":"10.4236/jsea.2012.53026","title":"Privacy Protection Framework with Defined Policies for Service-Oriented Architecture","year":2012,"lang":"en","type":"article","venue":"Journal of Software Engineering and Applications","topic":"Service-Oriented Architecture and Web Services","field":"Computer Science","cited_by":17,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Western University","funders":"","keywords":"Computer security; Architecture; Privacy protection; Computer science; Service-oriented architecture; Service (business); Internet privacy; Business; World Wide Web; Web service; Geography","score_opus":0.00852939621101751,"score_gpt":0.21975508444532513,"score_spread":0.21122568823430762,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1977623524","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":[0.0011923665,0.00041546556,0.9834409,0.0017568505,0.00020762216,0.0004047355,0.00007479489,0.00082514714,0.0116821565],"genre_scores_gemma":[0.08679418,0.0010758683,0.8988664,0.0016038388,0.00046227084,0.0017422227,0.00038095197,0.00027502762,0.008799234],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9751683,0.008517167,0.0026441552,0.0024474692,0.009433751,0.0017891369],"domain_scores_gemma":[0.9875229,0.0048087756,0.00097469264,0.0029608114,0.0030268205,0.00070596003],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.020410761,0.0013617364,0.001343557,0.0028154014,0.003452485,0.00856624,0.004003317,0.0069759083,0.0030341924],"category_scores_gemma":[0.017422784,0.0010351411,0.003413796,0.0020527383,0.0067674047,0.007943734,0.0049895584,0.009472237,0.0019953041],"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":[0.00001977666,0.000050704053,0.00013958936,0.000074616255,0.000022050865,0.00021954837,0.00036159676,0.007205142,0.0006592292,0.97647256,0.0023791816,0.012396011],"study_design_scores_gemma":[0.00009523462,0.000119097895,0.00015843121,0.00041054835,0.00009173205,0.00076803303,0.00022657396,0.10949485,0.0037140395,0.69841206,0.18639565,0.000113756796],"about_ca_topic_score_codex":0.005648482,"about_ca_topic_score_gemma":0.0030702427,"teacher_disagreement_score":0.020410761,"about_ca_system_score_codex":0.004507109,"about_ca_system_score_gemma":0.011639624,"threshold_uncertainty_score":0.10794371},"labels":[],"label_agreement":null},{"id":"W1997272604","doi":"10.4236/jsea.2013.610a006","title":"A Survey of Software Test Estimation Techniques","year":2013,"lang":"en","type":"article","venue":"Journal of Software Engineering and Applications","topic":"Software Testing and Debugging Techniques","field":"Computer Science","cited_by":20,"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; Université du Québec à Montréal","funders":"","keywords":"Software reliability testing; Regression testing; Estimation; Computer science; Software; Reliability engineering; System integration testing; Software development; Verification and validation; Software construction; Software testing; Software engineering; Systems engineering; Engineering; Operating system; Operations management","score_opus":0.011629271299270256,"score_gpt":0.23709443368206978,"score_spread":0.22546516238279954,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1997272604","genre_codex":"methods","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":[0.013382526,0.10929126,0.86777276,0.0009916178,0.00022580549,0.00020874673,0.00042749246,0.0019773198,0.0057224757],"genre_scores_gemma":[0.20793496,0.15160675,0.6312487,0.0006785925,0.0010231544,0.000495796,0.0021957532,0.0007205133,0.004095735],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9920122,0.002021628,0.00089590607,0.001001261,0.0038327405,0.00023632689],"domain_scores_gemma":[0.9656784,0.0243884,0.0020702772,0.0020502596,0.0056344303,0.00017824833],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006030861,0.0017788471,0.002085199,0.0075291255,0.00044749436,0.0018175227,0.002969787,0.0013218303,0.001724698],"category_scores_gemma":[0.037115954,0.0010042378,0.0014586631,0.008165006,0.0006858178,0.004052182,0.0010652331,0.0018609272,0.0010778501],"study_design_candidate":"not_applicable","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":[0.00008942022,0.00011821583,0.006142718,0.0016884285,0.00010013654,0.00008521322,0.00011248351,0.018370325,0.002169653,0.010238473,0.0030450418,0.95783985],"study_design_scores_gemma":[0.00012126477,0.0012550364,0.03400483,0.007297025,0.0009806404,0.004886416,0.00070613984,0.637466,0.03597505,0.09753286,0.17933014,0.0004445349],"about_ca_topic_score_codex":0.0025160857,"about_ca_topic_score_gemma":0.0016485496,"teacher_disagreement_score":0.0075291255,"about_ca_system_score_codex":0.0009432017,"about_ca_system_score_gemma":0.001297122,"threshold_uncertainty_score":0.031894624},"labels":[],"label_agreement":null},{"id":"W2000336361","doi":"10.4236/jsea.2012.510087","title":"User Experience Design and Agile Development: From Theory to Practice","year":2012,"lang":"en","type":"article","venue":"Journal of Software Engineering and Applications","topic":"Usability and User Interface Design","field":"Computer Science","cited_by":61,"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 Calgary","funders":"","keywords":"Agile software development; User story; Process (computing); Field (mathematics); Set (abstract data type); User experience design; Agile Unified Process; Agile usability engineering; Computer science; Process management; Software engineering; Work (physics); Systems engineering; Engineering; Engineering management; Knowledge management; Human–computer interaction; Software development; Software development process; Software","score_opus":0.016768446026067918,"score_gpt":0.2531829568392712,"score_spread":0.2364145108132033,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2000336361","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":[0.11715977,0.067223236,0.64754975,0.05614914,0.0009956972,0.00094966165,0.00007111202,0.0004163108,0.109485395],"genre_scores_gemma":[0.79727435,0.02080886,0.17518006,0.0027521218,0.00026342724,0.0010005415,0.00005079638,0.00011781814,0.002552054],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.91511554,0.07127878,0.0028056176,0.0028373578,0.0065360814,0.0014266472],"domain_scores_gemma":[0.83494234,0.14788443,0.0027370318,0.0073708976,0.005087066,0.0019782784],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.046581697,0.0011650376,0.0011772357,0.0059521697,0.0028284828,0.014677791,0.0038430076,0.0050898674,0.002589617],"category_scores_gemma":[0.058859073,0.0013899833,0.0008148906,0.0049385754,0.035183754,0.018797798,0.008151795,0.0055701206,0.0004186961],"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":[0.00010540445,0.000510471,0.0057616564,0.0029320498,0.000065672946,0.0005756982,0.08644686,0.0045063025,0.00065334147,0.72529775,0.0027040495,0.17044087],"study_design_scores_gemma":[0.00019110215,0.00104434,0.0036577487,0.013151008,0.00008000317,0.0016391487,0.09388143,0.023285648,0.0035425366,0.66608566,0.19324426,0.00019721163],"about_ca_topic_score_codex":0.0028277822,"about_ca_topic_score_gemma":0.0013107818,"teacher_disagreement_score":0.046581697,"about_ca_system_score_codex":0.00781901,"about_ca_system_score_gemma":0.0064243088,"threshold_uncertainty_score":0.24635053},"labels":[],"label_agreement":null},{"id":"W2003040216","doi":"10.4236/jsea.2012.57051","title":"Improving Class Cohesion Measurement: Towards a Novel Approach Using Hierarchical Clustering","year":2012,"lang":"en","type":"article","venue":"Journal of Software Engineering and Applications","topic":"Software Engineering Research","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université du Québec à Trois-Rivières; Innovation and Economic Development Trois Rivières","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Cohesion (chemistry); Computer science; Cluster analysis; Object-oriented programming; Data mining; Artificial intelligence; Programming language","score_opus":0.038973867852384506,"score_gpt":0.25715591585108916,"score_spread":0.21818204799870466,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2003040216","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":[0.01371426,0.00036824867,0.98306006,0.00011142078,0.000038822804,0.00016590378,0.00016377404,0.0014787766,0.0008986915],"genre_scores_gemma":[0.13053007,0.00024152215,0.8667661,0.00005708009,0.00006214798,0.00025795418,0.0006747509,0.00043204305,0.0009783943],"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99424607,0.0013456118,0.00039685686,0.001264936,0.0024955883,0.0002509197],"domain_scores_gemma":[0.9895726,0.003207239,0.0014201823,0.0016193249,0.0039327242,0.00024790998],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0031094651,0.001524382,0.0017137611,0.008989454,0.0011266652,0.0022137468,0.0027763192,0.0014377396,0.0012050977],"category_scores_gemma":[0.013341646,0.0006597533,0.001293888,0.0062962295,0.0006913768,0.0032315091,0.002272136,0.0013111283,0.0010004552],"study_design_candidate":"theoretical_or_conceptual","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":[0.00013782397,0.00033771255,0.01184015,0.0007085986,0.00044693568,0.00012279813,0.0013066526,0.04242263,0.030873887,0.008562102,0.006653368,0.8965873],"study_design_scores_gemma":[0.000083797466,0.00030557098,0.026247686,0.0001794457,0.0005353408,0.00039472748,0.0009712216,0.8914073,0.031877372,0.026540207,0.021235941,0.00022141603],"about_ca_topic_score_codex":0.007820735,"about_ca_topic_score_gemma":0.008257884,"teacher_disagreement_score":0.008989454,"about_ca_system_score_codex":0.0012615632,"about_ca_system_score_gemma":0.0017606171,"threshold_uncertainty_score":0.016444623},"labels":[],"label_agreement":null},{"id":"W2005989626","doi":"10.4236/jsea.2012.510092","title":"Software Measurement Methods: An Analysis of Two Designs","year":2012,"lang":"en","type":"article","venue":"Journal of Software Engineering and Applications","topic":"Software Engineering Research","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":"École de Technologie Supérieure","funders":"","keywords":"Consistency (knowledge bases); Software; Computer science; Identification (biology); Software measurement; Data collection; Data mining; Reliability engineering; Software engineering; Software development; Software quality; Engineering; Artificial intelligence; Statistics; Mathematics; Programming language","score_opus":0.05872708588833401,"score_gpt":0.34278169605405734,"score_spread":0.2840546101657233,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2005989626","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":[0.04591919,0.0042238333,0.91298616,0.001325681,0.0008081286,0.0078096194,0.0005122738,0.00049011555,0.025925005],"genre_scores_gemma":[0.16618533,0.0020380649,0.81584275,0.00050665543,0.0001929357,0.012550532,0.0002526007,0.00022564623,0.0022054194],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.7813421,0.15261754,0.010104241,0.008934915,0.045449514,0.0015516413],"domain_scores_gemma":[0.51869285,0.41714382,0.014415469,0.018464332,0.029901914,0.0013816995],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.11521156,0.0020923305,0.002379312,0.011377285,0.002140072,0.0073975394,0.0023497092,0.0026546384,0.007443859],"category_scores_gemma":[0.29528108,0.0013135399,0.002782036,0.0073025706,0.0064636488,0.0071867616,0.0046867426,0.002779841,0.0011914644],"study_design_candidate":"not_applicable","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":[0.0013856386,0.00068699877,0.03220331,0.0067972355,0.0011966033,0.00034553543,0.019382529,0.0048099076,0.00337648,0.46095616,0.0034515604,0.46540806],"study_design_scores_gemma":[0.0019718034,0.0127910385,0.0786755,0.011278133,0.0026515785,0.0022364662,0.024363456,0.07029368,0.012056949,0.60717934,0.1756513,0.00085082446],"about_ca_topic_score_codex":0.0012571316,"about_ca_topic_score_gemma":0.00085402286,"teacher_disagreement_score":0.11521156,"about_ca_system_score_codex":0.0063031367,"about_ca_system_score_gemma":0.0073045064,"threshold_uncertainty_score":0.60930425},"labels":[],"label_agreement":null},{"id":"W2006990308","doi":"10.4236/jsea.2014.75033","title":"Assessing a Model-Driven Web-Application Engineering Approach","year":2014,"lang":"en","type":"article","venue":"Journal of Software Engineering and Applications","topic":"Model-Driven Software Engineering Techniques","field":"Computer Science","cited_by":6,"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 Ottawa","funders":"","keywords":"Model-driven architecture; Reusability; Cognitive reframing; Computer science; Software engineering; Quality (philosophy); Skepticism; Search-based software engineering; Software; Software development; Systems engineering; Engineering; Software development process; Programming language","score_opus":0.00980870753025254,"score_gpt":0.22867141365136706,"score_spread":0.21886270612111453,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2006990308","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":[0.6191385,0.0005146947,0.33903578,0.0021794876,0.00007238723,0.0016721359,0.00036153616,0.00073136616,0.03629417],"genre_scores_gemma":[0.75942165,0.00019426919,0.23813736,0.0002408973,0.000012076207,0.0004827552,0.00034360273,0.00005625433,0.0011111319],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9766818,0.011528901,0.0008750514,0.0010732966,0.009418099,0.00042280878],"domain_scores_gemma":[0.9409124,0.037282076,0.003042941,0.0061567747,0.011496789,0.0011089843],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.021937996,0.0010367236,0.0005691205,0.0038442013,0.0010205646,0.0042652115,0.0019673186,0.0020621389,0.0016703518],"category_scores_gemma":[0.06445681,0.00048926007,0.0009103436,0.0015515959,0.0011033388,0.0037959088,0.0031575614,0.0014722885,0.0003504543],"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":[0.0009137888,0.006083924,0.11239024,0.0015583804,0.0009781986,0.0007155569,0.0042472417,0.4009666,0.02102109,0.11484593,0.0024597468,0.3338193],"study_design_scores_gemma":[0.00017270484,0.0029104822,0.029402204,0.00047728216,0.00023385622,0.00046107842,0.0023875432,0.8909063,0.009791942,0.049994875,0.013118078,0.00014366674],"about_ca_topic_score_codex":0.0034039307,"about_ca_topic_score_gemma":0.0059722825,"teacher_disagreement_score":0.021937996,"about_ca_system_score_codex":0.004423451,"about_ca_system_score_gemma":0.004724502,"threshold_uncertainty_score":0.11602062},"labels":[],"label_agreement":null},{"id":"W2007360238","doi":"10.4236/jsea.2014.78063","title":"Cloud Computing and Big Data: A Review of Current Service Models and Hardware Perspectives","year":2014,"lang":"en","type":"review","venue":"Journal of Software Engineering and Applications","topic":"Cloud Computing and Resource Management","field":"Computer Science","cited_by":32,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Trent University","funders":"","keywords":"Cloud computing; Big data; Computer science; Data science; Analytics; Data processing; Process (computing); Service (business); Distributed computing; Database; Data mining; Operating system","score_opus":0.06028829412712735,"score_gpt":0.3129061629185573,"score_spread":0.25261786879142994,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2007360238","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00023785705,0.9934621,0.0010041675,0.0019715377,0.00035915,0.000012631402,0.000028988914,0.000017021026,0.0029065553],"genre_scores_gemma":[0.0016555979,0.9962083,0.00080027303,0.0004260839,0.0005064371,0.000012017107,0.000030656047,0.0000055270334,0.00035518763],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9989029,0.00018303047,0.00013122993,0.0001317722,0.00053885963,0.00011222249],"domain_scores_gemma":[0.99630934,0.0023231586,0.00024935737,0.00010924912,0.00082216447,0.00018670075],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0019163223,0.0010620503,0.0013809004,0.00476732,0.00089620805,0.003421632,0.0017557591,0.0022199864,0.0036458846],"category_scores_gemma":[0.0038074628,0.0006006592,0.0007945502,0.011054797,0.0016694879,0.005953213,0.0015096334,0.0028559472,0.0017442652],"study_design_candidate":"not_applicable","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":[0.000083292995,0.00014164901,0.0009312623,0.016627949,0.00006160235,0.00022347747,0.00024384198,0.002188857,0.00069929287,0.08039236,0.055024423,0.84338206],"study_design_scores_gemma":[0.000009912629,0.00009064935,0.0010739984,0.0076494883,0.000058613805,0.00078853307,0.000326903,0.0011933236,0.00039139853,0.026246367,0.9621135,0.00005731732],"about_ca_topic_score_codex":0.0052829273,"about_ca_topic_score_gemma":0.0048168977,"teacher_disagreement_score":0.0052829273,"about_ca_system_score_codex":0.002427503,"about_ca_system_score_gemma":0.0046777977,"threshold_uncertainty_score":0.017612875},"labels":[],"label_agreement":null},{"id":"W2021186288","doi":"10.4236/jsea.2010.311122","title":"Generation Rules in POMA Architecture","year":2010,"lang":"en","type":"article","venue":"Journal of Software Engineering and Applications","topic":"Model-Driven Software Engineering Techniques","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":"Concordia University; École de Technologie Supérieure","funders":"","keywords":"Code generation; Computer science; Abstraction; Component (thermodynamics); Code (set theory); Source code; Architecture; Generator (circuit theory); Process (computing); Programming language; Power (physics); Operating system","score_opus":0.008459117309964017,"score_gpt":0.22150031909938628,"score_spread":0.21304120178942226,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2021186288","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":[0.00917606,0.00011393004,0.9737058,0.00043273697,0.00006287159,0.00021890498,0.00017597145,0.0028097345,0.013303985],"genre_scores_gemma":[0.15805344,0.00020743959,0.8296086,0.00028142452,0.000043905016,0.00051691255,0.00059624756,0.0006645075,0.010027566],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9965971,0.0009919768,0.00031936358,0.0006091093,0.0012701703,0.00021233357],"domain_scores_gemma":[0.99606955,0.0017522214,0.0002357904,0.0011748654,0.00062102417,0.0001465373],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003535266,0.00051612593,0.00040954346,0.0013887435,0.001295195,0.0024381413,0.0015370563,0.0012200541,0.007390862],"category_scores_gemma":[0.012049555,0.0007324273,0.0012937142,0.00074293395,0.0021059578,0.0034762907,0.0025925746,0.001925729,0.0023875795],"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":[0.00010937712,0.00011407867,0.0020023244,0.00020719522,0.000054344975,0.00082794746,0.0008776227,0.047892455,0.006675898,0.79202205,0.0074009183,0.14181583],"study_design_scores_gemma":[0.00008613379,0.00005948666,0.00033226304,0.00010049816,0.000047329664,0.0005220187,0.00012614384,0.29334396,0.010155707,0.6220526,0.073124275,0.00004953989],"about_ca_topic_score_codex":0.0023680022,"about_ca_topic_score_gemma":0.0026652985,"teacher_disagreement_score":0.007390862,"about_ca_system_score_codex":0.0010248456,"about_ca_system_score_gemma":0.0012649501,"threshold_uncertainty_score":0.0247249},"labels":[],"label_agreement":null},{"id":"W2022492479","doi":"10.4236/jsea.2010.38087","title":"A Novel Regression Based Model for Detecting Anemia Using Color Microscopic Blood Images","year":2010,"lang":"en","type":"article","venue":"Journal of Software Engineering and Applications","topic":"Digital Imaging for Blood Diseases","field":"Computer Science","cited_by":10,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Positive Living North; University of Northern British Columbia","funders":"","keywords":"Logistic regression; Anemia; Artificial intelligence; Hemoglobin; Task (project management); Sample (material); Set (abstract data type); Computer science; Human blood; Pattern recognition (psychology); Regression; Process (computing); Computer vision; Statistics; Biology; Machine learning; Mathematics; Medicine; Internal medicine; Engineering; Physiology; Chromatography","score_opus":0.012030463176234149,"score_gpt":0.2516146802401259,"score_spread":0.23958421706389174,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2022492479","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":[0.028779954,0.00030140628,0.96748,0.0003969219,0.00004642258,0.00007060166,0.00029377098,0.0013124715,0.0013184329],"genre_scores_gemma":[0.80912584,0.0010195948,0.17129569,0.00034899203,0.000120317716,0.00057901425,0.000772889,0.00018051718,0.016557189],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9995066,0.000119324104,0.000027939572,0.00019313801,0.000100242934,0.000052889995],"domain_scores_gemma":[0.9992661,0.0003946155,0.00010149933,0.000027361715,0.00019236609,0.000018020102],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0012343652,0.0008421651,0.0008235379,0.0007204913,0.00023673184,0.0010162212,0.0017249921,0.0013114923,0.002355241],"category_scores_gemma":[0.0023690218,0.00056061166,0.00090525846,0.000583517,0.0004225951,0.0010655918,0.00043147415,0.0011646826,0.0010140578],"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":[0.00019578602,0.0001962124,0.0057352604,0.00016029393,0.00011673705,0.00026192993,0.000113126436,0.904224,0.010030326,0.006376481,0.0018239652,0.07076596],"study_design_scores_gemma":[0.0000070457477,0.000024835848,0.00038935206,0.0000036174858,0.000014736212,0.000033191816,0.00000361967,0.99823016,0.00050319225,0.0005112582,0.0002706789,0.00000830855],"about_ca_topic_score_codex":0.009819168,"about_ca_topic_score_gemma":0.0072018295,"teacher_disagreement_score":0.009819168,"about_ca_system_score_codex":0.00083488616,"about_ca_system_score_gemma":0.0007187603,"threshold_uncertainty_score":0.019524038},"labels":[],"label_agreement":null},{"id":"W2024965224","doi":"10.4236/jsea.2013.610a005","title":"Traceability in Acceptance Testing","year":2013,"lang":"en","type":"article","venue":"Journal of Software Engineering and Applications","topic":"Software Testing and Debugging Techniques","field":"Computer Science","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Ontario Tech University; Carleton University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Traceability; Computer science; Software engineering; Acceptance testing; Requirements traceability; Executable; Quality (philosophy); Process (computing); Stakeholder; Model-based testing; Systems engineering; Test strategy; Risk analysis (engineering); Software; Reliability engineering; Test case; Software development; Engineering; Requirement; Programming language","score_opus":0.012713276665239758,"score_gpt":0.2267064411533581,"score_spread":0.21399316448811836,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2024965224","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":[0.019809581,0.0019480725,0.96092325,0.0021665974,0.00013757552,0.00027189837,0.000064981614,0.000562586,0.014115545],"genre_scores_gemma":[0.7107495,0.0031330693,0.27627185,0.0013038947,0.0004724105,0.0012223261,0.00033891175,0.00042461976,0.0060833776],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9547568,0.026235154,0.002935203,0.003859118,0.010965261,0.0012484342],"domain_scores_gemma":[0.7568335,0.20072554,0.009058879,0.022188984,0.010040355,0.0011526335],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.032041322,0.0017348166,0.0015852592,0.0046519185,0.0015341566,0.0050655515,0.00425943,0.0052847518,0.0051782336],"category_scores_gemma":[0.19124141,0.0011502195,0.0019915039,0.0029775922,0.010145007,0.014601612,0.0039354484,0.005462732,0.00067150756],"study_design_candidate":"not_applicable","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":[0.00017251499,0.0002563039,0.0062312926,0.0007336629,0.00012386602,0.00095116044,0.0025200455,0.037776567,0.0017427218,0.80559605,0.0010087977,0.14288698],"study_design_scores_gemma":[0.00008768563,0.00031592773,0.0012195732,0.00054407463,0.00008192646,0.0008952091,0.00040537305,0.08800304,0.0030402907,0.89596224,0.009370129,0.00007441874],"about_ca_topic_score_codex":0.0041081323,"about_ca_topic_score_gemma":0.0013954233,"teacher_disagreement_score":0.032041322,"about_ca_system_score_codex":0.002748452,"about_ca_system_score_gemma":0.0029020205,"threshold_uncertainty_score":0.16945273},"labels":[],"label_agreement":null},{"id":"W2040305855","doi":"10.4236/jsea.2009.24032","title":"An Aspect-Oriented Approach for Use Case Based Modeling of Software Product Lines","year":2009,"lang":"en","type":"article","venue":"Journal of Software Engineering and Applications","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":"University of Ottawa","funders":"","keywords":"Reusability; Maintainability; Reuse; Modularity (biology); Software product line; Software engineering; Computer science; Aspect-oriented programming; Software; Software development; Variable (mathematics); Software system; Systems engineering; Engineering; Programming language","score_opus":0.04023251219425753,"score_gpt":0.2896694197855599,"score_spread":0.24943690759130235,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2040305855","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":[0.0011852242,0.00015451458,0.99405706,0.0001882679,0.000029511455,0.00020533144,0.00009766995,0.00029917032,0.003783233],"genre_scores_gemma":[0.03945707,0.0008018979,0.9545324,0.00010315128,0.00005804158,0.0010966107,0.00035742085,0.00013606675,0.0034573653],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99796754,0.00080443226,0.00024312169,0.00020642641,0.00067480694,0.00010365053],"domain_scores_gemma":[0.99869007,0.00062623527,0.00018899227,0.00020695644,0.0002273774,0.0000603759],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0025324312,0.0016406149,0.0008625113,0.0030776514,0.0010783272,0.0040344126,0.0039618597,0.0024880534,0.0034749762],"category_scores_gemma":[0.0039109504,0.0013646336,0.0032040118,0.0028428652,0.0016019904,0.0027792673,0.001721037,0.002793569,0.0008883647],"study_design_candidate":"not_applicable","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":[0.0000376679,0.00015240915,0.00087730173,0.0002503489,0.000117014504,0.0014666938,0.0013972366,0.2524912,0.004881011,0.6866214,0.0024971513,0.049210504],"study_design_scores_gemma":[0.00004396954,0.00007099245,0.00034189003,0.00022310525,0.00013349336,0.0006982456,0.00019074378,0.7281142,0.0027054616,0.17463367,0.09277735,0.00006691089],"about_ca_topic_score_codex":0.006051051,"about_ca_topic_score_gemma":0.006191118,"teacher_disagreement_score":0.006051051,"about_ca_system_score_codex":0.001261118,"about_ca_system_score_gemma":0.0016920086,"threshold_uncertainty_score":0.013392985},"labels":[],"label_agreement":null},{"id":"W2054942051","doi":"10.4236/jsea.2011.411074","title":"Extending Extreme Programming User Stories to Meet ISO 9001 Formality Requirements","year":2011,"lang":"en","type":"article","venue":"Journal of Software Engineering and Applications","topic":"Software Engineering Techniques and Practices","field":"Computer Science","cited_by":12,"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; Université du Québec à Montréal","funders":"","keywords":"User story; Certification; Agile software development; Capability Maturity Model Integration; Software engineering; Computer science; User requirements document; Formality; Process management; Identification (biology); Software; Engineering; Software development process; Software development","score_opus":0.0530033427844285,"score_gpt":0.27981720701619406,"score_spread":0.22681386423176556,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2054942051","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":[0.13860874,0.000091009766,0.83654773,0.001731637,0.00003820119,0.00045805355,0.0001144481,0.0013570811,0.02105308],"genre_scores_gemma":[0.46371835,0.00014065146,0.53115934,0.00033046212,0.000029163111,0.0004308775,0.00039456954,0.00023708706,0.0035595058],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.98822844,0.0074865883,0.00075150223,0.0006172291,0.0024016136,0.0005146129],"domain_scores_gemma":[0.9462713,0.03337514,0.0042105657,0.0088144895,0.006480984,0.0008476032],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.011826917,0.0005801617,0.0003138372,0.0012412416,0.00093675347,0.0031574892,0.0015652141,0.0010358415,0.0016060454],"category_scores_gemma":[0.044219986,0.0005201941,0.0005663221,0.0007187455,0.001498827,0.0074893204,0.0047100484,0.0018153664,0.0005038033],"study_design_candidate":"not_applicable","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":[0.00062154944,0.001180571,0.026201509,0.00080661656,0.0000751598,0.004422656,0.12595534,0.016902,0.033140823,0.21052217,0.00628367,0.5738879],"study_design_scores_gemma":[0.00021194443,0.0015523785,0.022153495,0.0016401453,0.00017341337,0.009933347,0.03277794,0.20824099,0.06497786,0.22384353,0.4341295,0.0003654743],"about_ca_topic_score_codex":0.0011075584,"about_ca_topic_score_gemma":0.0016209864,"teacher_disagreement_score":0.011826917,"about_ca_system_score_codex":0.00069549587,"about_ca_system_score_gemma":0.0017560106,"threshold_uncertainty_score":0.062547445},"labels":[],"label_agreement":null},{"id":"W2058046828","doi":"10.4236/jsea.2012.53017","title":"Optimization in Computer Engineering—Theory and Applications: Book Review of Chapter 8—Applying Graph Coloring to Frequency Assignment","year":2012,"lang":"en","type":"article","venue":"Journal of Software Engineering and Applications","topic":"ICT Impact and Policies","field":"Engineering","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":"McMaster University","funders":"","keywords":"Frequency assignment; Computer science; GRASP; Graph coloring; Simple (philosophy); Theoretical computer science; Graph; Algorithm; Software engineering; Telecommunications","score_opus":0.006823634488542013,"score_gpt":0.22110296976862728,"score_spread":0.21427933528008528,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2058046828","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.001234226,0.7784958,0.053256515,0.010539029,0.016599774,0.00012094982,0.0004940029,0.00047963532,0.13878013],"genre_scores_gemma":[0.014449709,0.73833764,0.041599896,0.006734049,0.018167796,0.00027042802,0.0013590729,0.0009479741,0.17813352],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99927074,0.00010974672,0.000045403955,0.00015043003,0.0003840717,0.000039616843],"domain_scores_gemma":[0.99874973,0.000672311,0.00005696698,0.000066900335,0.0004030934,0.000050998875],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006555642,0.0011647658,0.0012671582,0.0021200336,0.0006431003,0.0025167454,0.0008919868,0.0013040595,0.022525163],"category_scores_gemma":[0.0025577499,0.0007405899,0.00096620637,0.004869434,0.0010090282,0.0030452788,0.0009955562,0.0039649545,0.016464699],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000023708526,0.00007467127,0.00016404204,0.002525988,0.00004493397,0.00007018109,0.00015602759,0.0051350407,0.0009614342,0.0815669,0.53633887,0.37293825],"study_design_scores_gemma":[0.0000042541183,0.00003706641,0.00037488047,0.0013222833,0.000012952562,0.00024127566,0.00004844991,0.0016010391,0.0003117186,0.025262203,0.9707637,0.000020233903],"about_ca_topic_score_codex":0.0014204875,"about_ca_topic_score_gemma":0.0019329756,"teacher_disagreement_score":0.022525163,"about_ca_system_score_codex":0.0015884255,"about_ca_system_score_gemma":0.0011686538,"threshold_uncertainty_score":0.07535416},"labels":[],"label_agreement":null},{"id":"W2061897839","doi":"10.4236/jsea.2012.51008","title":"Pattern-Oriented Approach for Enterprise Architecture: TOGAF Framework","year":2012,"lang":"en","type":"article","venue":"Journal of Software Engineering and Applications","topic":"Service-Oriented Architecture and Web Services","field":"Computer Science","cited_by":32,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université du Québec à Montréal; École de Technologie Supérieure","funders":"","keywords":"The Open Group Architecture Framework; Reuse; Enterprise architecture; Software engineering; Scalability; Computer science; Architecture; Architecture framework; Systems engineering; Engineering; Enterprise architecture management; Database","score_opus":0.005763630786879355,"score_gpt":0.217368568788525,"score_spread":0.21160493800164565,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2061897839","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":[0.0016774863,0.00053710747,0.9825837,0.0016902593,0.00009444044,0.00025531088,0.00012337964,0.0008108599,0.012227441],"genre_scores_gemma":[0.027297242,0.00081437087,0.9648413,0.00035485468,0.000052354044,0.00071482355,0.0002888998,0.00015553541,0.0054806173],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99652123,0.0012310797,0.0004328884,0.00059560686,0.0009526184,0.00026660963],"domain_scores_gemma":[0.99830025,0.0004346951,0.00017541676,0.00054153806,0.0003687968,0.00017926386],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0036332961,0.0010557919,0.0007155372,0.0038468556,0.0021437183,0.00573007,0.0027056462,0.003248064,0.003381973],"category_scores_gemma":[0.004303787,0.0008548537,0.0023976078,0.003717187,0.0051002926,0.004961049,0.0033395614,0.004179419,0.0018521238],"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":[0.000016185264,0.00003909223,0.0005125883,0.00018746151,0.000029873916,0.00037734286,0.0016842593,0.004104572,0.0012649068,0.94523907,0.0050992467,0.04144537],"study_design_scores_gemma":[0.000034272798,0.000051866395,0.00052631827,0.00039783714,0.000047343077,0.0013109401,0.0009013595,0.032721665,0.0013993974,0.6823577,0.28019202,0.000059171623],"about_ca_topic_score_codex":0.009634002,"about_ca_topic_score_gemma":0.009196869,"teacher_disagreement_score":0.009634002,"about_ca_system_score_codex":0.0030661589,"about_ca_system_score_gemma":0.0049021128,"threshold_uncertainty_score":0.0222466},"labels":[],"label_agreement":null},{"id":"W2075848916","doi":"10.4236/jsea.2013.67045","title":"Modeling Rules Fission and Modality Selection Using Ontology","year":2013,"lang":"en","type":"article","venue":"Journal of Software Engineering and Applications","topic":"Speech and dialogue systems","field":"Computer Science","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"École de Technologie Supérieure; Université du Québec à Montréal","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Computer science; Ontology; Modality (human–computer interaction); Modalities; Vocabulary; Software engineering; Architecture; Human–computer interaction; Selection (genetic algorithm); Artificial intelligence","score_opus":0.013007006563956973,"score_gpt":0.225039342293484,"score_spread":0.212032335729527,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2075848916","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":[0.014628697,0.00018864103,0.97156817,0.00041000615,0.00004647,0.00029544538,0.00060845807,0.0006740919,0.011580068],"genre_scores_gemma":[0.18932323,0.0005501246,0.7996303,0.00014462622,0.00004837142,0.0005297892,0.0024777576,0.00023965888,0.0070561594],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99664116,0.00089219934,0.0004992905,0.0006550387,0.0009885593,0.00032377138],"domain_scores_gemma":[0.9978345,0.000942969,0.00021687035,0.0004216633,0.00045886938,0.00012507197],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0029639092,0.0007460891,0.00058216794,0.003037451,0.0016454228,0.0042554154,0.0022729782,0.0014245271,0.004008503],"category_scores_gemma":[0.0051372666,0.0007500877,0.0027993652,0.0017761439,0.0018572826,0.0061904346,0.0029002852,0.0018973933,0.0008364788],"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":[0.00014311059,0.00017562594,0.0035448058,0.00026616018,0.00013098307,0.0013860845,0.0025941564,0.07035297,0.006802348,0.82975423,0.0035812233,0.08126818],"study_design_scores_gemma":[0.00005729188,0.00005865376,0.0010926175,0.00023428614,0.00025033826,0.0007898928,0.0010786395,0.52356195,0.01008725,0.35098732,0.11170577,0.00009591556],"about_ca_topic_score_codex":0.019164553,"about_ca_topic_score_gemma":0.017082674,"teacher_disagreement_score":0.019164553,"about_ca_system_score_codex":0.0019459893,"about_ca_system_score_gemma":0.0026613849,"threshold_uncertainty_score":0.038106024},"labels":[],"label_agreement":null},{"id":"W2095485672","doi":"10.4236/jsea.2012.57060","title":"Empirical Analysis of Object-Oriented Design Metrics for Predicting Unit Testing Effort of Classes","year":2012,"lang":"en","type":"article","venue":"Journal of Software Engineering and Applications","topic":"Software Engineering Research","field":"Computer Science","cited_by":44,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université du Québec à Trois-Rivières; Innovation and Economic Development Trois Rivières","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Regression testing; Unit testing; Testability; Computer science; Logistic regression; Multivariate statistics; Metric (unit); Univariate; Non-regression testing; Cohesion (chemistry); Data mining; White-box testing; Keyword-driven testing; Reliability engineering; Machine learning; Software; Engineering; Programming language; Software development","score_opus":0.0563044086886836,"score_gpt":0.31747629891119916,"score_spread":0.2611718902225156,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2095485672","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":"methods","model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":"methods","domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97666013,0.00035999296,0.021835575,0.00010046083,0.0000078230505,0.00003836777,0.0003340201,0.00011448395,0.000549195],"genre_scores_gemma":[0.9931416,0.000085267515,0.0060050944,0.0000137940515,0.000010020114,0.000051443072,0.0005638228,0.000028519722,0.00010034204],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99016273,0.005458621,0.0007496644,0.0007926345,0.0025111078,0.0003252593],"domain_scores_gemma":[0.6313781,0.31456584,0.034273926,0.00962658,0.008289435,0.001866155],"candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.014213069,0.0010334344,0.00053273607,0.003941159,0.00019346223,0.00082045415,0.00085339166,0.00082361995,0.0005627198],"category_scores_gemma":[0.1607009,0.00026575328,0.00061219773,0.0025843643,0.0004820197,0.0017084796,0.0005968698,0.00088335725,0.00030076542],"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":[0.0001319143,0.00020913706,0.9613918,0.000056600522,0.0001843308,0.00006620958,0.0001784894,0.015028093,0.0006897552,0.00027095774,0.00017784254,0.021614814],"study_design_scores_gemma":[0.000031897045,0.0005337805,0.79430944,0.00005355348,0.000096758966,0.00027978118,0.0001593724,0.2007715,0.002225624,0.0009972542,0.0005081303,0.00003306888],"about_ca_topic_score_codex":0.00144791,"about_ca_topic_score_gemma":0.0015356496,"teacher_disagreement_score":0.9857869,"about_ca_system_score_codex":0.00046706753,"about_ca_system_score_gemma":0.000520786,"threshold_uncertainty_score":0.07516682},"labels":[],"label_agreement":null},{"id":"W2122784759","doi":"10.4236/jsea.2012.512112","title":"Multiperspective Representation of Internal Controls in Business Processes","year":2012,"lang":"en","type":"article","venue":"Journal of Software Engineering and Applications","topic":"Business Process Modeling and Analysis","field":"Business, Management and Accounting","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":"École de Technologie Supérieure","funders":"","keywords":"Representation (politics); Computer science; Process management; Engineering; Political science","score_opus":0.011412694587586413,"score_gpt":0.23528740416636254,"score_spread":0.22387470957877612,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2122784759","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":[0.1452431,0.00056893885,0.83603525,0.00044890592,0.00002712379,0.00013356746,0.00018645402,0.0002797304,0.017076867],"genre_scores_gemma":[0.8972379,0.00033817926,0.10101588,0.000030212905,0.000014587006,0.00008404591,0.00010081471,0.00002187669,0.0011565068],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9981133,0.00094060367,0.000087366025,0.0002760271,0.00048327708,0.00009944095],"domain_scores_gemma":[0.99763644,0.0014273141,0.00035961103,0.00021505276,0.00027904785,0.000082602426],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002160149,0.00062955427,0.00036170037,0.0019345566,0.00061904755,0.003294213,0.00057139463,0.0006433124,0.0030569637],"category_scores_gemma":[0.004305011,0.00035761492,0.0009061888,0.0013441389,0.001172575,0.0033577944,0.00144606,0.00071262155,0.00019797946],"study_design_candidate":"not_applicable","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":[0.00035953333,0.00021168793,0.0071887947,0.000588072,0.00026047253,0.0016039772,0.014804269,0.23433235,0.025126906,0.5316542,0.0015898307,0.18227994],"study_design_scores_gemma":[0.000035597102,0.00014505477,0.005060807,0.00013910644,0.00014439573,0.00036001342,0.003991638,0.7707624,0.005823662,0.20465805,0.0087938225,0.00008543846],"about_ca_topic_score_codex":0.0026423626,"about_ca_topic_score_gemma":0.0016682198,"teacher_disagreement_score":0.003294213,"about_ca_system_score_codex":0.0014044892,"about_ca_system_score_gemma":0.0007056429,"threshold_uncertainty_score":0.011424065},"labels":[],"label_agreement":null},{"id":"W2128437438","doi":"10.4236/jsea.2010.37074","title":"The Need to Evaluate Strategy and Tactics before the Software Development Process Begins","year":2010,"lang":"en","type":"article","venue":"Journal of Software Engineering and Applications","topic":"Software Engineering Techniques and Practices","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":"École de Technologie Supérieure; Université du Québec à Montréal","funders":"","keywords":"Software quality control; Quality (philosophy); Software quality management; Process management; Software quality; Team software process; Product (mathematics); Software; Software project management; Process (computing); Software quality analyst; Computer science; Plan (archaeology); Software development process; Engineering; Software development; Software engineering; Systems engineering; Software construction","score_opus":0.01006204230858749,"score_gpt":0.26758996014077385,"score_spread":0.25752791783218637,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2128437438","genre_codex":"empirical","genre_gemma":"commentary","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"commentary","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5153759,0.0077665322,0.3865535,0.009387487,0.000598386,0.0020214578,0.00034290642,0.0012060882,0.076747715],"genre_scores_gemma":[0.6155842,0.0021128391,0.37739176,0.0009551849,0.00012755138,0.0007868268,0.00039542277,0.00023495755,0.0024112966],"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9655059,0.012899826,0.0032266101,0.0013672669,0.016113192,0.0008871854],"domain_scores_gemma":[0.79044807,0.110739,0.02682932,0.01015789,0.056521486,0.005304241],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.027594948,0.0011179759,0.0010435778,0.0055255587,0.0014956789,0.0066011096,0.001133252,0.0016088086,0.0015792068],"category_scores_gemma":[0.117878266,0.0005165984,0.00056191505,0.002364921,0.0017001639,0.008659089,0.0017505401,0.002198282,0.00082383625],"study_design_candidate":"theoretical_or_conceptual","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":[0.00037322805,0.0012199765,0.103913926,0.0019057334,0.0002591608,0.00024626215,0.0075532245,0.008526468,0.018470714,0.033856027,0.005184964,0.8184902],"study_design_scores_gemma":[0.0002798676,0.010633643,0.5763813,0.004157943,0.0005754396,0.002568925,0.038244084,0.056475956,0.050642863,0.14168482,0.11707509,0.0012800797],"about_ca_topic_score_codex":0.003726457,"about_ca_topic_score_gemma":0.0062773162,"teacher_disagreement_score":0.027594948,"about_ca_system_score_codex":0.0031826636,"about_ca_system_score_gemma":0.00782706,"threshold_uncertainty_score":0.1459378},"labels":[],"label_agreement":null},{"id":"W2148260866","doi":"10.4236/jsea.2014.78059","title":"D-IMPACT: A Data Preprocessing Algorithm to Improve the Performance of Clustering","year":2014,"lang":"en","type":"article","venue":"Journal of Software Engineering and Applications","topic":"Advanced Clustering Algorithms Research","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Institute of Genetics; University of Tokyo; Institute of Medical Science, University of Tokyo; Research Organization of Information and Systems","keywords":"Cluster analysis; Computer science; Preprocessor; Data mining; Outlier; Data pre-processing; CURE data clustering algorithm; Noise (video); Algorithm; Canopy clustering algorithm; Correlation clustering; Pattern recognition (psychology); Artificial intelligence; Image (mathematics)","score_opus":0.013876194593148983,"score_gpt":0.2891263948725445,"score_spread":0.2752502002793955,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2148260866","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":[0.0076201498,0.00031584446,0.985873,0.00018423886,0.00016513852,0.00021671265,0.00027020168,0.004459593,0.00089510035],"genre_scores_gemma":[0.0538119,0.00026907667,0.9417221,0.00017149874,0.00008851502,0.0003167941,0.0017555584,0.00072492973,0.0011396363],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9960175,0.0005870814,0.00042368294,0.0009289716,0.0017416659,0.00030106306],"domain_scores_gemma":[0.992239,0.001925514,0.00048499834,0.0014320454,0.0036655185,0.0002529524],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0042669396,0.002350806,0.0020275754,0.007405015,0.0028394582,0.0026288668,0.004073218,0.00184546,0.0025986035],"category_scores_gemma":[0.015204263,0.00090997067,0.0020505239,0.007863746,0.0011119616,0.0034440872,0.0029473985,0.0028086237,0.0030965158],"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":[0.000668858,0.00038564412,0.00872312,0.00063166604,0.00034070387,0.00019760434,0.00062801706,0.06885713,0.028397007,0.010293312,0.02080225,0.86007464],"study_design_scores_gemma":[0.00013502347,0.00032000602,0.0053882343,0.000078865676,0.00015288962,0.0004692323,0.0003780936,0.8883071,0.061032623,0.013553862,0.029979032,0.0002050323],"about_ca_topic_score_codex":0.006554496,"about_ca_topic_score_gemma":0.007236664,"teacher_disagreement_score":0.007405015,"about_ca_system_score_codex":0.0013527748,"about_ca_system_score_gemma":0.0029096112,"threshold_uncertainty_score":0.02256596},"labels":[],"label_agreement":null},{"id":"W2165585126","doi":"10.4236/jsea.2012.52011","title":"Design of a Performance Measurement Framework for Cloud Computing","year":2012,"lang":"en","type":"article","venue":"Journal of Software Engineering and Applications","topic":"Software System Performance and Reliability","field":"Computer Science","cited_by":29,"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; Université du Québec à Montréal","funders":"","keywords":"Cloud computing; Computer science; Cloud testing; Software; Distributed computing; Reliability engineering; Cloud computing security; Operating system; Engineering","score_opus":0.025990331597448374,"score_gpt":0.24439468154484167,"score_spread":0.2184043499473933,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2165585126","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":[0.0025182164,0.00015633604,0.99244165,0.00021265713,0.00005273416,0.00043936883,0.00006690482,0.0029892055,0.0011228833],"genre_scores_gemma":[0.11016811,0.00033418936,0.88612884,0.00013887577,0.00011552912,0.0009440382,0.00038366462,0.00063387555,0.0011528664],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99405515,0.0011903113,0.000640268,0.000851503,0.002611917,0.0006509266],"domain_scores_gemma":[0.9961152,0.0007657627,0.00040478623,0.00048273115,0.0018694506,0.0003620088],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0074758944,0.0016485568,0.0015794963,0.0028468692,0.0019234465,0.0050296118,0.004032026,0.0015094135,0.0016829313],"category_scores_gemma":[0.009274486,0.0011455847,0.0018158564,0.0018602171,0.0015356679,0.0045283223,0.0025288488,0.0031572385,0.0009492578],"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":[0.0003575028,0.0005450082,0.006727056,0.0009903081,0.00039538648,0.0006659544,0.0014794259,0.20460665,0.03931232,0.43347943,0.015584279,0.2958567],"study_design_scores_gemma":[0.000064035274,0.00018706864,0.001136842,0.00018057595,0.00014628675,0.00028213917,0.00018274147,0.8973804,0.01985189,0.0373154,0.043123443,0.00014923631],"about_ca_topic_score_codex":0.010038494,"about_ca_topic_score_gemma":0.0065537044,"teacher_disagreement_score":0.010038494,"about_ca_system_score_codex":0.003219358,"about_ca_system_score_gemma":0.006091987,"threshold_uncertainty_score":0.039536774},"labels":[],"label_agreement":null},{"id":"W2337031278","doi":"10.4236/jsea.2016.94010","title":"The Analysis and Proposed Modifications to ISO/IEC 25030—Software Engineering—Software Quality Requirements and Evaluation—Quality Requirements","year":2016,"lang":"en","type":"article","venue":"Journal of Software Engineering and Applications","topic":"Software Engineering Techniques and Practices","field":"Computer Science","cited_by":12,"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; Université du Québec à Montréal","funders":"","keywords":"Software quality control; Software requirements specification; Requirement prioritization; Software requirements; Requirement; Software quality; Computer science; Requirements analysis; Functional requirement; Verification and validation; Software quality analyst; Requirements management; Software engineering; Software development; Quality (philosophy); Quality of analytical results; Systems engineering; Software construction; Software; Engineering; Quality management system; Quality management; Operations management; Management system","score_opus":0.0484399850341764,"score_gpt":0.3446227494310218,"score_spread":0.2961827643968454,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2337031278","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":[0.011466035,0.024798263,0.6775331,0.019342504,0.007861709,0.003810302,0.00313069,0.004433655,0.24762383],"genre_scores_gemma":[0.10442444,0.027411252,0.7802906,0.008217776,0.0021846243,0.0034180589,0.008718844,0.0010726135,0.064261705],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.94621825,0.008133742,0.004406788,0.0028408128,0.03715514,0.0012453522],"domain_scores_gemma":[0.96723473,0.005649453,0.002526117,0.0024600502,0.021668056,0.00046166164],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.014921426,0.0017161294,0.0009196036,0.007988267,0.0014929881,0.0060478686,0.0039053077,0.0043949834,0.0054402812],"category_scores_gemma":[0.030882172,0.0007543751,0.0018617681,0.006108927,0.0032328903,0.004486003,0.0022607194,0.005385556,0.0065745404],"study_design_candidate":"not_applicable","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":[0.00018065909,0.00046708906,0.0023887858,0.0036794173,0.00009137004,0.0005639535,0.0015637224,0.0073153856,0.02008556,0.28469867,0.09692659,0.5820388],"study_design_scores_gemma":[0.000035988258,0.00025138608,0.0040063607,0.0019477896,0.00014118046,0.0010908665,0.00043632952,0.00768225,0.014206647,0.03496742,0.935031,0.00020281051],"about_ca_topic_score_codex":0.012461911,"about_ca_topic_score_gemma":0.008402872,"teacher_disagreement_score":0.014921426,"about_ca_system_score_codex":0.005819215,"about_ca_system_score_gemma":0.016139405,"threshold_uncertainty_score":0.07891297},"labels":[],"label_agreement":null},{"id":"W2587219924","doi":"10.4236/jsea.2017.102007","title":"An Evolutionary Firefly Algorithm, Goal Programming Optimization Approach for Setting the Osmotic Dehydration Parameters of Papaya","year":2017,"lang":"en","type":"article","venue":"Journal of Software Engineering and Applications","topic":"Optimization and Mathematical Programming","field":"Engineering","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":"York University","funders":"","keywords":"Firefly algorithm; Converse; Mathematical optimization; Sensitivity (control systems); Key (lock); Metaheuristic; Set (abstract data type); Linear programming; Range (aeronautics); Mathematics; Evolutionary algorithm; Process (computing); Computer science; Optimization problem; Algorithm; Particle swarm optimization; Engineering","score_opus":0.00903675254457508,"score_gpt":0.23456372427101738,"score_spread":0.2255269717264423,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2587219924","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":[0.026313782,0.00014798933,0.9695249,0.00012246992,0.000020965943,0.00008253075,0.000030906147,0.00023564968,0.0035208438],"genre_scores_gemma":[0.27442995,0.00018861855,0.72212106,0.00010231822,0.000012069095,0.00033606906,0.000062227446,0.000068774745,0.002678882],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99983263,0.00006201769,0.0000061686387,0.000031766653,0.000048644506,0.00001878538],"domain_scores_gemma":[0.999775,0.00013591231,0.000030390382,0.000012373854,0.000036907062,0.000009406899],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007778121,0.0007340001,0.00059373956,0.00055417954,0.0003811222,0.00060105143,0.0009112352,0.00089287077,0.00083270046],"category_scores_gemma":[0.001092828,0.00037624815,0.00065011694,0.00041693344,0.00040720188,0.00051300845,0.0005476792,0.00078413973,0.00014002807],"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":[0.000031281168,0.000055422584,0.00051558565,0.00007717328,0.000029804978,0.000065949025,0.000069274734,0.9480482,0.005148319,0.009382674,0.00044098753,0.03613534],"study_design_scores_gemma":[0.000008869955,0.00004308538,0.0000913391,0.000007258942,0.000008255605,0.000022987415,0.0000140692355,0.99625754,0.0013233322,0.0014975411,0.0007206974,0.000005001102],"about_ca_topic_score_codex":0.0027298685,"about_ca_topic_score_gemma":0.002991523,"teacher_disagreement_score":0.0027298685,"about_ca_system_score_codex":0.0005759197,"about_ca_system_score_gemma":0.0010384565,"threshold_uncertainty_score":0.005428016},"labels":[],"label_agreement":null},{"id":"W2608917368","doi":"10.4236/jsea.2017.104020","title":"Estimation Models for Software Functional Test Effort","year":2017,"lang":"en","type":"article","venue":"Journal of Software Engineering and Applications","topic":"Software Engineering Research","field":"Computer Science","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":"École de Technologie Supérieure; Université du Québec à Montréal","funders":"","keywords":"Function point; Use Case Points; Benchmarking; Computer science; Software; Estimation; Function (biology); Reliability engineering; Data mining; Software development; Engineering; Software development process; Systems engineering","score_opus":0.022082631807930256,"score_gpt":0.26443589080083596,"score_spread":0.24235325899290572,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2608917368","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":[0.15323159,0.0004835732,0.84168786,0.0003441654,0.000025414913,0.00034395134,0.0015056862,0.0008721364,0.0015055706],"genre_scores_gemma":[0.8038555,0.0007559877,0.18401416,0.00008460595,0.000032998716,0.0019817508,0.006090928,0.00023872226,0.0029453537],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99120694,0.005802386,0.00045225065,0.0010669249,0.0009581449,0.0005134308],"domain_scores_gemma":[0.91015357,0.08093862,0.0034308871,0.002071963,0.0032066638,0.00019833486],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.021697419,0.0018616688,0.0014939616,0.004379878,0.00038044955,0.0023092907,0.0022399717,0.0018366632,0.0022752795],"category_scores_gemma":[0.07347099,0.0010565645,0.0029804178,0.002898827,0.00089948846,0.0027051806,0.0014792687,0.0026090182,0.000885899],"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":[0.000097495926,0.00008606259,0.019563615,0.00011106058,0.00023103961,0.00005727124,0.0002112288,0.93390673,0.00042929925,0.010016614,0.0007318983,0.034557793],"study_design_scores_gemma":[0.000008491614,0.000046068817,0.0038514617,0.00003665533,0.00003657306,0.000022857368,0.000048392274,0.99134904,0.00024215368,0.004028087,0.0003130962,0.00001709815],"about_ca_topic_score_codex":0.011420929,"about_ca_topic_score_gemma":0.0063341176,"teacher_disagreement_score":0.021697419,"about_ca_system_score_codex":0.0020092183,"about_ca_system_score_gemma":0.0013298133,"threshold_uncertainty_score":0.1147483},"labels":[],"label_agreement":null},{"id":"W2610729668","doi":"10.4236/jsea.2017.104022","title":"A Semantic Metadata Enrichment Software Ecosystem (SMESE) Based on a Multi-Platform Metadata Model for Digital Libraries","year":2017,"lang":"en","type":"article","venue":"Journal of Software Engineering and Applications","topic":"Service-Oriented Architecture and Web Services","field":"Computer Science","cited_by":11,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université de Montréal; École de Technologie Supérieure; Université du Québec à Montréal","funders":"","keywords":"Metadata; Computer science; Semantic grid; Meta Data Services; Metadata repository; Geospatial metadata; Metadata modeling; Database catalog; Data element; World Wide Web; Semantic Web; Information retrieval","score_opus":0.021493673490334167,"score_gpt":0.2424080988375456,"score_spread":0.22091442534721145,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2610729668","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":[0.026907407,0.0004038165,0.94188493,0.001191919,0.00007499756,0.00063615886,0.00026223992,0.009465646,0.019172812],"genre_scores_gemma":[0.15474516,0.00052383327,0.83305645,0.00029534043,0.000028544044,0.0003265433,0.0013269898,0.00043272317,0.009264465],"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9981824,0.00038819763,0.00025086282,0.00026061808,0.000793513,0.00012442723],"domain_scores_gemma":[0.9985978,0.0002119518,0.00013102379,0.00051624596,0.00035906324,0.00018393242],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0025728755,0.00044200735,0.00042109514,0.0026595767,0.0014095327,0.0039020719,0.0015481293,0.0013361222,0.0019484626],"category_scores_gemma":[0.0028279596,0.0004873988,0.0012719296,0.0018757337,0.0012597374,0.006585453,0.00417877,0.001534492,0.0012816199],"study_design_candidate":"bench_or_experimental","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":[0.00025401078,0.00086395245,0.010464154,0.00077190105,0.00016144612,0.0017442603,0.002928101,0.024582934,0.057077873,0.43829933,0.011249164,0.45160297],"study_design_scores_gemma":[0.00020015886,0.00050022086,0.008065567,0.00063796074,0.00022401172,0.003088406,0.0015847262,0.31967613,0.08771781,0.12299719,0.45491526,0.00039259455],"about_ca_topic_score_codex":0.0035147718,"about_ca_topic_score_gemma":0.005324053,"teacher_disagreement_score":0.0039020719,"about_ca_system_score_codex":0.0016199998,"about_ca_system_score_gemma":0.0045211636,"threshold_uncertainty_score":0.013606846},"labels":[],"label_agreement":null},{"id":"W2734655072","doi":"10.4236/jsea.2017.108038","title":"The ISBSG Software Project Repository: An Analysis from Six Sigma Measurement Perspective for Software Defect Estimation","year":2017,"lang":"en","type":"article","venue":"Journal of Software Engineering and Applications","topic":"Software Engineering Research","field":"Computer Science","cited_by":6,"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; Université du Québec à Montréal","funders":"","keywords":"DMAIC; Benchmarking; Six Sigma; Design for Six Sigma; Software; Computer science; Software project management; Process (computing); Software development; Engineering; Data mining; Systems engineering; Manufacturing engineering; Software construction","score_opus":0.024523588644093604,"score_gpt":0.2930876967016105,"score_spread":0.2685641080575169,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2734655072","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":[0.5551607,0.003149051,0.1666786,0.0040390603,0.00033124635,0.0035977513,0.23246787,0.009016472,0.025559224],"genre_scores_gemma":[0.45648116,0.001589298,0.24663065,0.00030329608,0.00012931244,0.0039910334,0.28531444,0.0009021283,0.004658619],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.9802917,0.00463876,0.0024873954,0.0016786702,0.010378415,0.0005250271],"domain_scores_gemma":[0.9358803,0.023076879,0.008411158,0.008500548,0.023063134,0.0010678942],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.013785372,0.00086436153,0.0008741407,0.02571676,0.0006892511,0.002729971,0.0017747866,0.00089632894,0.001809838],"category_scores_gemma":[0.04977086,0.00036240363,0.0011158139,0.034631558,0.0004992004,0.002670287,0.0025156923,0.0012265921,0.0012700586],"study_design_candidate":"observational","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":[0.00038032857,0.00055850536,0.4028462,0.0028785665,0.00047019657,0.000741667,0.0048322286,0.011539725,0.0041469345,0.013258147,0.071496256,0.48685127],"study_design_scores_gemma":[0.00014668626,0.001138328,0.66002536,0.0027052916,0.00044972886,0.0008804248,0.008834127,0.0661886,0.011732736,0.009241674,0.23834454,0.00031241242],"about_ca_topic_score_codex":0.0074509154,"about_ca_topic_score_gemma":0.0071051563,"teacher_disagreement_score":0.02571676,"about_ca_system_score_codex":0.0020188005,"about_ca_system_score_gemma":0.004180445,"threshold_uncertainty_score":0.072904885},"labels":[],"label_agreement":null},{"id":"W2804137143","doi":"10.4236/jsea.2018.115013","title":"Automatic Derivation of Fault Tree Models from SysML Models for Safety Analysis","year":2018,"lang":"en","type":"article","venue":"Journal of Software Engineering and Applications","topic":"Safety Systems Engineering in Autonomy","field":"Engineering","cited_by":15,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Carleton University","funders":"","keywords":"Systems Modeling Language; Fault tree analysis; Computer science; Model transformation; Reuse; Component (thermodynamics); Model checking; Process (computing); Unified Modeling Language; Aerospace; Systems engineering; Life-critical system; Modeling language; Software engineering; Transformation (genetics); Variety (cybernetics); Tree (set theory); Automotive industry; Reliability engineering; Engineering; Consistency (knowledge bases); Programming language; Software; Artificial intelligence","score_opus":0.010447562319337635,"score_gpt":0.20953419973735574,"score_spread":0.1990866374180181,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2804137143","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":[0.0066596055,0.00006454365,0.9882308,0.00011468115,0.000029077959,0.00013228641,0.00046125712,0.0027616476,0.0015460532],"genre_scores_gemma":[0.18925124,0.00031652517,0.8032909,0.0001024245,0.000026925378,0.00040079746,0.0031905533,0.0011476083,0.0022730068],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9986255,0.00033047338,0.00010434987,0.00012535701,0.000723041,0.00009120143],"domain_scores_gemma":[0.99676335,0.0018347431,0.00025908664,0.00047495597,0.000616343,0.00005152541],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0013268517,0.0008031788,0.00037962224,0.0014298148,0.000523259,0.0013278017,0.0011443001,0.0008944878,0.0034058788],"category_scores_gemma":[0.0077530495,0.00068109675,0.0017574372,0.0006317562,0.00067971105,0.0013700168,0.0015288171,0.0015411847,0.0012382665],"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":[0.00017419642,0.00024860373,0.004289664,0.00076700794,0.00014958439,0.0017441377,0.0013042337,0.58964276,0.038167473,0.17138393,0.008823241,0.18330525],"study_design_scores_gemma":[0.000031306812,0.000052403455,0.00036763612,0.00009508788,0.00004873079,0.00023836954,0.0001119812,0.915145,0.020920647,0.043483816,0.019480355,0.00002472686],"about_ca_topic_score_codex":0.004717216,"about_ca_topic_score_gemma":0.0071600154,"teacher_disagreement_score":0.004717216,"about_ca_system_score_codex":0.0011552601,"about_ca_system_score_gemma":0.002758348,"threshold_uncertainty_score":0.0113937855},"labels":[],"label_agreement":null},{"id":"W2994952276","doi":"10.4236/jsea.2019.1212031","title":"A Study on Prediction of Weld Geometry in Laser Overlap Welding of Low Carbon Galvanized Steel Using ANN-Based Models","year":2019,"lang":"en","type":"article","venue":"Journal of Software Engineering and Applications","topic":"Welding Techniques and Residual Stresses","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Cégep de Rimouski; Université du Québec à Rimouski","funders":"","keywords":"Welding; Artificial neural network; Taguchi methods; Galvanization; Laser beam welding; Reliability (semiconductor); Mechanical engineering; Laser power scaling; Structural engineering; Materials science; Laser; Power (physics); Engineering; Computer science; Artificial intelligence; Composite material; Optics","score_opus":0.012440105259258063,"score_gpt":0.22196442725847204,"score_spread":0.20952432199921397,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2994952276","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":[0.8412911,0.00028443115,0.15596603,0.000058310772,0.000015986127,0.000046663252,0.00006838786,0.0002881684,0.0019808775],"genre_scores_gemma":[0.9903548,0.00008023257,0.008838129,0.0000060518632,0.0000016205182,0.000029701629,0.000051918065,0.0000074383843,0.00063015905],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9998394,0.0000486906,0.000010214312,0.000036823163,0.000047203303,0.000017572234],"domain_scores_gemma":[0.9994779,0.0003781269,0.00003991969,0.000023780236,0.000070197275,0.000010136012],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004646801,0.0006212682,0.0003770767,0.0002703562,0.00019144664,0.00042665747,0.00043096443,0.0006742959,0.00051382254],"category_scores_gemma":[0.0008554612,0.000275335,0.00046367393,0.0002463451,0.0001862565,0.00036717104,0.00019212342,0.00035957465,0.000085523374],"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":[0.00006624855,0.000048978294,0.0017676955,0.00004318858,0.000019029372,0.000046168952,0.000024648487,0.9813703,0.004649534,0.00013425258,0.000040347815,0.011789645],"study_design_scores_gemma":[0.000001218673,0.000046851495,0.00055039837,0.0000018459644,0.0000037673692,0.000004004443,0.000004192288,0.9978454,0.0014822908,0.000027639222,0.00003039152,0.000001937124],"about_ca_topic_score_codex":0.00814856,"about_ca_topic_score_gemma":0.0066686277,"teacher_disagreement_score":0.00814856,"about_ca_system_score_codex":0.00039816793,"about_ca_system_score_gemma":0.0003684953,"threshold_uncertainty_score":0.016202271},"labels":[],"label_agreement":null},{"id":"W3090528777","doi":"10.4236/jsea.2020.139013","title":"Evaluation of an Evolutionary Algorithm to Dynamically Alter Partition Sizes in Web Caching Systems","year":2020,"lang":"en","type":"article","venue":"Journal of Software Engineering and Applications","topic":"Caching and Content Delivery","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":"Trent University","funders":"","keywords":"Partition (number theory); Computer science; Web server; The Internet; Distributed computing; Evolutionary algorithm; Data mining; Operating system; Machine learning; Mathematics","score_opus":0.014890238194751876,"score_gpt":0.23702295805245832,"score_spread":0.22213271985770644,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3090528777","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":[0.90604377,0.00032061007,0.0899946,0.00024406782,0.000051238105,0.00017522821,0.000045765188,0.00023105346,0.0028936933],"genre_scores_gemma":[0.9624009,0.00007579696,0.036871508,0.00003445298,0.0000059544486,0.00007075977,0.00003812099,0.000023264147,0.0004790922],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99909437,0.00046636458,0.00005603448,0.00009435231,0.0001804735,0.00010846388],"domain_scores_gemma":[0.99419564,0.0042335573,0.00031921596,0.00026631486,0.0008031815,0.00018220478],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0026741948,0.00089622685,0.0009837553,0.0008071762,0.0006327737,0.0009425971,0.0013301458,0.0015462325,0.00067404367],"category_scores_gemma":[0.010426016,0.00047480513,0.00042463597,0.00063877914,0.00071437034,0.0010775211,0.0007007181,0.0007392851,0.00009710022],"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":[0.00009911122,0.00017197515,0.0015166849,0.00002496578,0.000029129722,0.000027112868,0.000045338224,0.98639005,0.0016126632,0.0007599631,0.00006773768,0.0092553245],"study_design_scores_gemma":[0.00001531403,0.00009129495,0.000139248,0.0000018054536,0.00000712375,0.0000044952117,0.000011951081,0.999213,0.00037515283,0.00010058729,0.00003751503,0.0000025109068],"about_ca_topic_score_codex":0.010609004,"about_ca_topic_score_gemma":0.004687285,"teacher_disagreement_score":0.010609004,"about_ca_system_score_codex":0.0016957241,"about_ca_system_score_gemma":0.001382328,"threshold_uncertainty_score":0.021094501},"labels":[],"label_agreement":null},{"id":"W3135721476","doi":"10.4236/jsea.2021.142005","title":"Investigation of the Academic Performance of College-to-University Transfer Students","year":2021,"lang":"en","type":"article","venue":"Journal of Software Engineering and Applications","topic":"Higher Education Research Studies","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Trent University","funders":"Trent University","keywords":"Graduation (instrument); Mathematics education; Medical education; Subject (documents); Matriculation; Psychology; Computer science; Engineering; Medicine; Library science; Mechanical engineering","score_opus":0.017016196062398098,"score_gpt":0.29434202650494845,"score_spread":0.2773258304425503,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3135721476","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":[0.9973677,0.000039465256,0.000052707856,0.000070937465,0.000008197532,0.000010178329,0.00013188511,0.000009068485,0.0023099433],"genre_scores_gemma":[0.99796283,0.000029882598,0.000040344526,0.000020544709,0.000008939739,0.0000074497325,0.00017087666,0.0000036763217,0.0017555468],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9984902,0.0002550295,0.00014689946,0.00017636275,0.000578403,0.00035316037],"domain_scores_gemma":[0.98881125,0.0011008584,0.0017669498,0.0005006487,0.0040566255,0.0037637095],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0017655821,0.00029498665,0.00044421983,0.0029302281,0.0010455098,0.0016655846,0.0007489363,0.00047214434,0.0039688717],"category_scores_gemma":[0.010278217,0.00010057178,0.00028142997,0.00222696,0.00051290944,0.00079363835,0.0014485285,0.0008142883,0.0023196915],"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":[0.00033154438,0.0013910838,0.960135,0.000023303388,0.000033848755,0.00014041389,0.0024286383,0.00024341792,0.00068966264,0.00020938896,0.00074127235,0.03363246],"study_design_scores_gemma":[0.000008970998,0.001230778,0.99078053,0.000008732369,0.000011630123,0.00012548405,0.004745722,0.00056258,0.0010285948,0.0001311172,0.0013479682,0.000017951146],"about_ca_topic_score_codex":0.0050882185,"about_ca_topic_score_gemma":0.0058256458,"teacher_disagreement_score":0.0050882185,"about_ca_system_score_codex":0.0010802632,"about_ca_system_score_gemma":0.0010288012,"threshold_uncertainty_score":0.013277173},"labels":[],"label_agreement":null},{"id":"W3193928656","doi":"10.4236/jsea.2021.148024","title":"A Modified CNN Network for Automatic Pain Identification Using Facial Expressions","year":2021,"lang":"en","type":"article","venue":"Journal of Software Engineering and Applications","topic":"Emotion and Mood Recognition","field":"Psychology","cited_by":20,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"McMaster University; University of Northern British Columbia","keywords":"Convolutional neural network; Artificial intelligence; Computer science; Normalization (sociology); Deep learning; Facial expression; Pattern recognition (psychology); Computer vision; Psychology","score_opus":0.031844213237820454,"score_gpt":0.30097539246009103,"score_spread":0.2691311792222706,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3193928656","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":[0.26578143,0.003148589,0.67489684,0.001106248,0.0013153217,0.0005540445,0.006141044,0.027128162,0.019928379],"genre_scores_gemma":[0.74678946,0.0009621786,0.20699891,0.00064474804,0.00012799235,0.00048145466,0.009013958,0.0004733607,0.03450789],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9998235,0.000010404219,0.000008339974,0.00006597427,0.000041116808,0.000050726114],"domain_scores_gemma":[0.999895,0.000016609412,0.000009548512,0.000016414027,0.00005323991,0.000009135555],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00025003531,0.0012146964,0.00038704675,0.00042527425,0.00022667371,0.00039162583,0.0013063145,0.0006534583,0.0047566216],"category_scores_gemma":[0.0005697569,0.0004175149,0.0006565959,0.0003073443,0.0001651681,0.00048107066,0.00055017776,0.00071263616,0.0018624556],"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":[0.0006002261,0.00032395584,0.0040925215,0.00024319743,0.0002592465,0.0004269184,0.00007915142,0.21348096,0.080749445,0.0016328321,0.026685558,0.67142606],"study_design_scores_gemma":[0.00002221157,0.00010711451,0.002074362,0.00002442087,0.00005107285,0.00010835141,0.000011478779,0.9761804,0.016472986,0.0006075184,0.004322715,0.00001735427],"about_ca_topic_score_codex":0.023640912,"about_ca_topic_score_gemma":0.026434459,"teacher_disagreement_score":0.023640912,"about_ca_system_score_codex":0.0008465165,"about_ca_system_score_gemma":0.00079459295,"threshold_uncertainty_score":0.047006607},"labels":[],"label_agreement":null},{"id":"W4392000009","doi":"10.4236/jsea.2024.172004","title":"Framework to Model User Request Access Patterns in the World Wide Web","year":2024,"lang":"en","type":"article","venue":"Journal of Software Engineering and Applications","topic":"Caching and Content Delivery","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":"Trent University","funders":"","keywords":"World Wide Web; Computer science; Web application","score_opus":0.017517867359745448,"score_gpt":0.27411986407072314,"score_spread":0.2566019967109777,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4392000009","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":[0.034716815,0.00042058938,0.95376617,0.0008894584,0.00007880228,0.00043703898,0.00073012273,0.0011813046,0.007779628],"genre_scores_gemma":[0.5577475,0.0010202382,0.4284733,0.00036289662,0.00012086919,0.0012834799,0.0011200892,0.00029055454,0.009581069],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9979931,0.00077092735,0.00015112174,0.00031190747,0.0005220768,0.00025097196],"domain_scores_gemma":[0.99756795,0.0009775675,0.000309169,0.00042885076,0.0005392065,0.00017722414],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0023716716,0.0011809516,0.0009395294,0.001874032,0.00090507086,0.002204038,0.0037115351,0.0027428716,0.0021981786],"category_scores_gemma":[0.0046694507,0.0008555186,0.0016905747,0.0021620987,0.0013529473,0.0033097272,0.0012574244,0.0027448966,0.0009127842],"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":[0.00007299849,0.00028673175,0.0037414671,0.00009237763,0.00009651998,0.0003394582,0.00032783384,0.7593316,0.0026166772,0.21949083,0.0025105707,0.011093015],"study_design_scores_gemma":[0.000014635443,0.000025783731,0.00030129307,0.000011390662,0.000013076233,0.00007626684,0.00004137199,0.97710013,0.00026568814,0.01909963,0.0030378776,0.000012811874],"about_ca_topic_score_codex":0.029885795,"about_ca_topic_score_gemma":0.02487327,"teacher_disagreement_score":0.029885795,"about_ca_system_score_codex":0.0026005076,"about_ca_system_score_gemma":0.0026614976,"threshold_uncertainty_score":0.059423685},"labels":[],"label_agreement":null},{"id":"W4412510185","doi":"10.4236/jsea.2025.187016","title":"AI-Powered Personalization in SuperApps: International Case Studies on User Engagement","year":2025,"lang":"en","type":"article","venue":"Journal of Software Engineering and Applications","topic":"Technology Use by Older Adults","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Personalization; Computer science; User engagement; Human–computer interaction; World Wide Web; Engineering","score_opus":0.016101904275267052,"score_gpt":0.3252762164847916,"score_spread":0.30917431220952457,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4412510185","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":[0.9570493,0.0004298201,0.0072157825,0.001755407,0.000037557802,0.0001886533,0.00014117047,0.0001020336,0.033080254],"genre_scores_gemma":[0.99212825,0.00038615198,0.0034805886,0.00036313522,0.000027791782,0.00014737647,0.00013990114,0.000054434582,0.0032723637],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.98761123,0.009377797,0.00035911278,0.00059232424,0.0010883799,0.000971061],"domain_scores_gemma":[0.96963745,0.02077013,0.001685959,0.003675761,0.0019064506,0.0023241884],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.009008212,0.00047757974,0.00038667186,0.0024076905,0.0067971325,0.0050843023,0.0016025108,0.0021108426,0.0039752764],"category_scores_gemma":[0.01778433,0.00027939066,0.00060158846,0.004995101,0.004558755,0.006566514,0.006567229,0.002460938,0.00090281694],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00047117498,0.0023199213,0.10448255,0.0005559014,0.0000980589,0.010112693,0.693081,0.002288867,0.0023619963,0.031997263,0.012542489,0.139688],"study_design_scores_gemma":[0.00009383672,0.0010102061,0.07155817,0.00053685234,0.000092453745,0.0048416713,0.7197286,0.009676272,0.003922631,0.017976489,0.17038967,0.00017317035],"about_ca_topic_score_codex":0.005459218,"about_ca_topic_score_gemma":0.0107192835,"teacher_disagreement_score":0.009008212,"about_ca_system_score_codex":0.0025395718,"about_ca_system_score_gemma":0.0015277016,"threshold_uncertainty_score":0.047640562},"labels":[],"label_agreement":null}]}