{"meta":{"query_hash":"d772679519b4","filters":{"venue":"ACADIA quarterly"},"cohort_total":31,"direct_labels_cover":0,"predictions_cover":31,"exported":31,"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/d772679519b4","api":"https://metacan.xera.ac/api/v1/cohort?venue=ACADIA+quarterly"},"results":[{"id":"W2213901923","doi":"10.52842/conf.acadia.2012.383","title":"Implicit Fabrication, Fabrication Beyond Craft: The Potential of Turing Completeness in Construction\"","year":2012,"lang":"en","type":"article","venue":"ACADIA quarterly","topic":"Innovations in Concrete and Construction Materials","field":"Engineering","cited_by":4,"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":"Social Sciences and Humanities Research Council of Canada","keywords":"Robotics; Computer science; Craft; Contradiction; Architecture; Robot; Artificial intelligence; Automation; Engineering; Mechanical engineering; Visual arts","score_opus":0.0074642227806558555,"score_gpt":0.2157392746034455,"score_spread":0.20827505182278963,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2213901923","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9797625,0.00014010117,0.016946109,0.00014470566,0.001528934,0.0001955941,0.000020604235,0.00008718927,0.0011742883],"genre_scores_gemma":[0.99810684,0.00001089232,0.0013186943,0.000048194353,0.00040896944,0.000053152267,0.00002304383,0.000016649361,0.00001358554],"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","domain_scores_codex":[0.99902475,0.00004414741,0.00046873567,0.00010371779,0.00012558963,0.00023308056],"domain_scores_gemma":[0.99941343,0.000046724643,0.00010209017,0.00026602708,0.00014073067,0.000030990966],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00023786425,0.00011606276,0.00015863139,0.00016694242,0.000081585255,0.000031017957,0.00017455203,0.00008499187,0.00010143141],"category_scores_gemma":[0.000015243545,0.000104758445,0.000037003167,0.00040622186,0.00009737465,0.0003456331,0.00000888315,0.00012284153,0.00003496926],"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":[0.000029632321,0.00004794151,0.056030877,0.0001914076,0.00018393906,0.0000010003005,0.0053401063,0.00293946,0.53006107,0.103731245,0.0031236345,0.2983197],"study_design_scores_gemma":[0.0017027555,0.00016487419,0.8512339,0.00008879261,0.00013861712,0.00025772085,0.0072853607,0.009983941,0.09256178,0.02062407,0.0148106525,0.0011475624],"about_ca_topic_score_codex":0.000047410587,"about_ca_topic_score_gemma":0.0000034888033,"teacher_disagreement_score":0.795203,"about_ca_system_score_codex":0.000048788163,"about_ca_system_score_gemma":0.000016118032,"threshold_uncertainty_score":0.42719254},"labels":[],"label_agreement":null},{"id":"W2245186659","doi":"10.52842/conf.acadia.2010.159","title":"Towards a Digital Theory of Affect","year":2010,"lang":"en","type":"article","venue":"ACADIA quarterly","topic":"Emotions and Moral Behavior","field":"Psychology","cited_by":5,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McGill University","funders":"","keywords":"Affect (linguistics); Computer science; Psychology; Communication","score_opus":0.019211526093740716,"score_gpt":0.31129536833843924,"score_spread":0.2920838422446985,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2245186659","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9481899,0.000029375256,0.00020735562,0.0000969965,0.0008480718,0.00011964971,0.000045386754,0.00004730857,0.05041596],"genre_scores_gemma":[0.99663746,2.3741639e-7,0.00013230843,0.000050589922,0.000113848546,0.000022538492,0.000010512104,0.0000146547945,0.0030178744],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.99939024,0.00003469868,0.00015139735,0.0001605519,0.00007723619,0.00018589407],"domain_scores_gemma":[0.99945253,0.00005751507,0.00005186935,0.0003333555,0.000029387878,0.00007536157],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00014894285,0.0000902957,0.00012710443,0.00006990945,0.000026133655,0.000020593376,0.0001675738,0.00013033352,0.0018877779],"category_scores_gemma":[0.000012564858,0.00007638254,0.00009283664,0.00008846011,0.000103045975,0.00011536521,0.0000067898072,0.00022842654,0.00062492175],"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":[0.00003751057,0.0002263923,0.009721711,0.000005312663,0.00003269438,0.000017047254,0.0045196,1.2712455e-8,0.009060753,0.2648913,0.002634836,0.7088528],"study_design_scores_gemma":[0.0011012139,0.0019392351,0.95950645,0.000014711003,0.000072710216,0.00008541882,0.0024041883,0.0000014304528,0.0012804089,0.017893257,0.015364314,0.00033668743],"about_ca_topic_score_codex":0.000049811242,"about_ca_topic_score_gemma":0.000018766628,"teacher_disagreement_score":0.9497847,"about_ca_system_score_codex":0.0000037893428,"about_ca_system_score_gemma":0.000018191937,"threshold_uncertainty_score":0.9990246},"labels":[],"label_agreement":null},{"id":"W2579436119","doi":"10.52842/conf.acadia.2016.372","title":"Researching Inhabitant Agency in Interactive Architecture","year":2016,"lang":"en","type":"article","venue":"ACADIA quarterly","topic":"Innovative Human-Technology Interaction","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Agency (philosophy); Relevance (law); Empowerment; Space (punctuation); Architecture; Field (mathematics); Set (abstract data type); Perception; Computer science; Human–computer interaction; Engineering; Architectural engineering; Psychology; Sociology; Political science; Social science","score_opus":0.012745686160659913,"score_gpt":0.2826153345399407,"score_spread":0.2698696483792808,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2579436119","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6909764,0.000021021382,0.2972138,0.007290388,0.00042893205,0.00022114546,0.0000030910173,0.00021260866,0.00363262],"genre_scores_gemma":[0.9935767,0.0000025986344,0.005703899,0.00024849726,0.00006844225,0.00005326893,8.060805e-7,0.000012883631,0.00033291016],"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99821883,0.00019822906,0.00036661487,0.0005038982,0.00023688053,0.00047552996],"domain_scores_gemma":[0.9987929,0.00034744447,0.00013408513,0.00056673225,0.00010477746,0.000054092634],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00046392813,0.00016910315,0.0001691103,0.0008060674,0.00008463097,0.000075074124,0.0010399262,0.00013350767,0.00004147148],"category_scores_gemma":[0.0001886195,0.000119964956,0.00004940541,0.000660123,0.00011235069,0.0012819109,0.00010980381,0.00068882393,0.000446849],"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":[0.000037062342,0.00007208831,0.0014921786,0.0000062384574,0.000023953467,0.00014495938,0.012842993,0.0000010804196,0.11021723,0.11534759,0.00055923325,0.7592554],"study_design_scores_gemma":[0.0030758562,0.0036607352,0.15081508,0.00095601747,0.000007436672,0.000406292,0.0011605254,0.00201351,0.0626797,0.7602179,0.013605351,0.0014015739],"about_ca_topic_score_codex":0.00005742743,"about_ca_topic_score_gemma":0.00015396402,"teacher_disagreement_score":0.7578538,"about_ca_system_score_codex":0.0002329239,"about_ca_system_score_gemma":0.000063350715,"threshold_uncertainty_score":0.5743489},"labels":[],"label_agreement":null},{"id":"W26702080","doi":"10.52842/conf.acadia.2011.178","title":"Dragonfly: An Ecological Approach to Digital Architectural Design","year":2011,"lang":"en","type":"article","venue":"ACADIA quarterly","topic":"Architecture and Computational Design","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":"York University","funders":"","keywords":"Computer science; Dragonfly; Ecological design; Architectural design; Systems engineering; Ecology; Engineering; Architecture; Geography; Biology","score_opus":0.03314303887827886,"score_gpt":0.20106118779848312,"score_spread":0.16791814892020426,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W26702080","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.31477454,0.000018050669,0.665897,0.000017123446,0.000104547755,0.00025822653,0.000007330416,0.00042689688,0.018496241],"genre_scores_gemma":[0.95443946,1.6904168e-7,0.04509531,0.00017282943,0.00013096974,0.00005888147,0.000017093234,0.000030413119,0.0000548781],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99907714,0.000042477488,0.00017606461,0.00023969238,0.00013340081,0.00033124638],"domain_scores_gemma":[0.9994789,0.00006687701,0.00001349207,0.00017717757,0.000017707325,0.00024588034],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00007612686,0.00018759939,0.00015258024,0.00010920909,0.000055995974,0.00005893933,0.00028622767,0.00008746557,0.00003735815],"category_scores_gemma":[0.0000066525404,0.00016064927,0.00005619587,0.00014172915,0.00003188897,0.00020080178,0.000009706363,0.00019617642,0.00028339608],"study_design_candidate":"design_other","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":[0.00014297458,0.0006101901,0.00022545221,0.000034814173,0.00015621263,0.000059441518,0.050593223,0.13185617,0.0011214354,0.0076236394,0.002816212,0.8047602],"study_design_scores_gemma":[0.001962842,0.013129235,0.31750658,0.000041261843,0.000111282,0.0008283026,0.0019037422,0.45584038,0.002656099,0.19502419,0.0070377663,0.0039583268],"about_ca_topic_score_codex":0.000006018188,"about_ca_topic_score_gemma":0.0000019833735,"teacher_disagreement_score":0.80080193,"about_ca_system_score_codex":0.000023020273,"about_ca_system_score_gemma":0.000014851513,"threshold_uncertainty_score":0.65510875},"labels":[],"label_agreement":null},{"id":"W2784521223","doi":"10.52842/conf.acadia.2013.191","title":"Programming In The Model — A New Scripting Interface for Parametric CAD Systems","year":2013,"lang":"en","type":"article","venue":"ACADIA quarterly","topic":"Spreadsheets and End-User Computing","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":"Simon Fraser University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Computer science; Scripting language; Key (lock); Programming paradigm; Programming language; Human–computer interaction; Liveness; Consistency (knowledge bases); CAD; Application programming interface; Software engineering; Interface (matter); Artificial intelligence; Engineering drawing","score_opus":0.03374096248793704,"score_gpt":0.26826953322024355,"score_spread":0.2345285707323065,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2784521223","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.15985206,0.000562343,0.83670086,0.0010513094,0.00043868873,0.0009887198,7.0913023e-7,0.00014494531,0.0002603869],"genre_scores_gemma":[0.9429513,0.0000011637692,0.05627432,0.0002626645,0.00015471037,0.00019201133,9.77999e-7,0.000014625948,0.00014819816],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99831665,0.000069563575,0.00037905126,0.0004137791,0.0002288311,0.0005921188],"domain_scores_gemma":[0.99889493,0.00030670626,0.000122036145,0.0005080714,0.00005902896,0.000109204266],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00057096785,0.00017884641,0.00020112547,0.000196184,0.0001327401,0.0010351442,0.001395039,0.00008450251,0.0000010694873],"category_scores_gemma":[0.000052831478,0.00012946424,0.00007421938,0.0006999826,0.000017590222,0.000803333,0.00005447377,0.00024013457,0.00005097393],"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":[0.000004207312,0.000078163815,0.00086458673,0.00007193057,0.000026184487,0.000004983794,0.038743816,0.017022446,0.00018126784,0.027951298,0.010669757,0.90438133],"study_design_scores_gemma":[0.0003116433,0.00021472864,0.0004966404,0.00006223258,0.0000047973795,0.000016189118,0.0013469363,0.9924306,0.000012817488,0.0023688455,0.0025487158,0.00018581592],"about_ca_topic_score_codex":0.0022794912,"about_ca_topic_score_gemma":0.00003806707,"teacher_disagreement_score":0.9754082,"about_ca_system_score_codex":0.000051946896,"about_ca_system_score_gemma":0.00007086724,"threshold_uncertainty_score":0.9981919},"labels":[],"label_agreement":null},{"id":"W2904736406","doi":"10.52842/conf.acadia.2016.362","title":"Hybrid Sentient Canopy: An implementation and visualization of proprioreceptive curiosity-based machine learning","year":2016,"lang":"en","type":"article","venue":"ACADIA quarterly","topic":"Music Technology and Sound Studies","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":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Curiosity; Computer science; Testbed; Visualization; Human–computer interaction; Data visualization; Artificial intelligence; Actuator; Computer graphics (images); World Wide Web","score_opus":0.009863924859418009,"score_gpt":0.2666985311166968,"score_spread":0.2568346062572788,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2904736406","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.750749,0.000047792324,0.2483673,0.00049127394,0.00009140926,0.00012409921,0.0000056673452,0.000092863724,0.000030618787],"genre_scores_gemma":[0.9983283,0.000009902892,0.0014975991,0.000088575645,0.000013241162,0.000014158837,0.000007860201,0.000004619187,0.00003571904],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.99923277,0.00009271549,0.00016915138,0.00023513188,0.00012254491,0.00014768475],"domain_scores_gemma":[0.9995756,0.0000442285,0.000121578894,0.00015445291,0.00006594785,0.00003818658],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001770087,0.00008779283,0.00011565567,0.00011360879,0.00013787749,0.000021422724,0.00016234051,0.000037451555,0.000012574011],"category_scores_gemma":[0.000010976467,0.00006410253,0.000019171723,0.000103278944,0.00008447703,0.0003366942,0.000027828155,0.0000561478,0.0000038300213],"study_design_candidate":"design_other","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":[0.000027339427,0.0001062245,0.16797501,0.000034389173,0.000058173795,0.0000062657346,0.018161766,0.0000031311858,0.014882569,0.10084869,0.0002780437,0.6976184],"study_design_scores_gemma":[0.015671227,0.025193354,0.4945932,0.0004425573,0.00024338983,0.00007961856,0.007672942,0.060865346,0.25448868,0.09903325,0.038668692,0.0030477352],"about_ca_topic_score_codex":0.00010235234,"about_ca_topic_score_gemma":0.00013629356,"teacher_disagreement_score":0.69457066,"about_ca_system_score_codex":0.000023862003,"about_ca_system_score_gemma":0.00003315488,"threshold_uncertainty_score":0.26140255},"labels":[],"label_agreement":null},{"id":"W2922386408","doi":"10.52842/conf.acadia.2012.057","title":"Parallel Development of Parametric Design Models Using Subjunctive Dependency Graphs","year":2012,"lang":"en","type":"article","venue":"ACADIA quarterly","topic":"Design Education and Practice","field":"Engineering","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":"Simon Fraser University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Computer science; Dependency (UML); Multidisciplinary approach; Multidisciplinary design optimization; Conceptual design; Software engineering; Management science; Software; Sustainability; Systems engineering; Risk analysis (engineering); Engineering; Human–computer interaction; Programming language","score_opus":0.07880346944371633,"score_gpt":0.2776495987261321,"score_spread":0.19884612928241577,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2922386408","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.3077045,0.0009851216,0.68864095,0.0000075522034,0.00048192998,0.00020423932,0.0000014005974,0.000089401896,0.0018849083],"genre_scores_gemma":[0.88448447,0.000016719405,0.1153483,0.000022091152,0.000038290247,0.000025301359,0.0000030169283,0.000026136055,0.00003568442],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99894685,0.00008616779,0.00031360151,0.000116197945,0.00019081657,0.00034634236],"domain_scores_gemma":[0.9993004,0.00023482088,0.00007751865,0.00017572018,0.000053394615,0.00015814984],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00044813644,0.00015584969,0.00016822967,0.00027294253,0.00005834698,0.000019673986,0.00013935153,0.00010512811,0.00007167795],"category_scores_gemma":[0.000021985355,0.00016113762,0.000043998443,0.00047228186,0.00001773543,0.0008903062,0.0000040357377,0.00016927972,0.00008070699],"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":[0.00026436936,0.0013227497,0.008658252,0.000459472,0.0014164546,0.000009026727,0.1909143,0.26289043,0.021448823,0.03534146,0.0046980516,0.47257662],"study_design_scores_gemma":[0.004285759,0.0009106979,0.065492086,0.00025502752,0.0008217618,0.00021952897,0.019277815,0.7862231,0.040235,0.06544389,0.011941773,0.004893562],"about_ca_topic_score_codex":0.000020633055,"about_ca_topic_score_gemma":0.000002169102,"teacher_disagreement_score":0.57677996,"about_ca_system_score_codex":0.00007776051,"about_ca_system_score_gemma":0.00008828934,"threshold_uncertainty_score":0.65710014},"labels":[],"label_agreement":null},{"id":"W3032947618","doi":"10.52842/conf.acadia.2014.565","title":"Compression Based Growth Modelling","year":2014,"lang":"en","type":"article","venue":"ACADIA quarterly","topic":"Greenhouse Technology and Climate Control","field":"Agricultural and Biological Sciences","cited_by":3,"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":"Compression (physics); Computer science; Petiole (insect anatomy); Point (geometry); Finite element method; Set (abstract data type); Column (typography); Tree (set theory); Algorithm; Structural engineering; Engineering drawing; Geometry; Mathematics; Engineering; Biology; Materials science; Genus; Botany; Combinatorics; Programming language; Composite material","score_opus":0.010799407696200419,"score_gpt":0.17683224311674184,"score_spread":0.16603283542054142,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3032947618","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9938395,0.000038384052,0.002186711,0.0021968891,0.00006605144,0.00008570533,0.000005526099,0.00028364014,0.0012975811],"genre_scores_gemma":[0.99902624,0.0000024713597,0.00017061339,0.0006341493,0.00009920126,0.0000128721695,0.000017896458,8.1408564e-7,0.000035717207],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99930996,0.000054626555,0.0001239631,0.00019357937,0.00009048092,0.00022741807],"domain_scores_gemma":[0.99965906,0.00015122259,0.000045508445,0.000054434764,0.000027160815,0.00006260127],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00013293301,0.0000965764,0.000120592245,0.000010244594,0.00015679497,0.000022628994,0.00023079888,0.00015254789,0.00016517346],"category_scores_gemma":[0.000007079918,0.000035577912,0.000056211687,0.00009123851,0.000038362614,0.00007540053,0.0000072007165,0.0001383764,0.00018191995],"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":[0.0001159372,0.00023571576,0.024900448,0.00001975699,0.00002456566,0.000007534903,0.00022643172,0.00025249916,0.31258985,0.030909093,0.002443496,0.6282747],"study_design_scores_gemma":[0.0026667945,0.0056417636,0.13811895,0.0001705475,0.000100737656,0.000015772388,0.00079328136,0.66649497,0.016168687,0.08653714,0.08156655,0.001724831],"about_ca_topic_score_codex":0.00009625745,"about_ca_topic_score_gemma":0.000079778074,"teacher_disagreement_score":0.6662424,"about_ca_system_score_codex":0.0000055671776,"about_ca_system_score_gemma":0.0000016570382,"threshold_uncertainty_score":0.23382735},"labels":[],"label_agreement":null},{"id":"W3043524377","doi":"10.52842/conf.acadia.2017.414","title":"A Design Gallery System: Prototype and Evaluation","year":2017,"lang":"en","type":"article","venue":"ACADIA quarterly","topic":"Data Visualization and Analytics","field":"Computer Science","cited_by":8,"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":"Natural Sciences and Engineering Research Council of Canada","keywords":"Computer science; Parametric statistics; Human–computer interaction; Parametric design; Work (physics); Multimedia; Software engineering; Engineering","score_opus":0.0575638127015725,"score_gpt":0.33078271456287583,"score_spread":0.2732189018613033,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3043524377","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00581976,0.00008871086,0.98967445,0.00066357746,0.00024636928,0.00073962146,0.000002106785,0.00012722603,0.002638158],"genre_scores_gemma":[0.992532,0.000004820937,0.0071420968,0.00009664346,0.000055276465,0.00005646993,0.0000034123443,0.000005303733,0.00010393713],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99915975,0.00009815007,0.00013525573,0.00022719914,0.0002521559,0.0001274868],"domain_scores_gemma":[0.99904054,0.000025921672,0.00012729203,0.00062604545,0.000105036,0.00007517596],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00075694086,0.00007392219,0.000088173714,0.000056306693,0.00028409204,0.00078975514,0.0005856502,0.000046842633,0.000008224765],"category_scores_gemma":[0.0000421071,0.000066608336,0.000014827203,0.0000515614,0.000032868134,0.0009440757,0.00003804903,0.000049601982,0.000097104836],"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":[0.000025895632,0.00008970769,0.0024763222,0.00016689373,0.00007866294,0.000029126426,0.0064208093,0.00004712517,0.0009095107,0.20670196,0.008440812,0.77461314],"study_design_scores_gemma":[0.0005288807,0.00034070585,0.013374625,0.00007062296,0.000021246158,0.000015939706,0.0001112264,0.9810099,0.00009853673,0.0025221051,0.0017265531,0.00017965565],"about_ca_topic_score_codex":0.000018829216,"about_ca_topic_score_gemma":0.0000045118036,"teacher_disagreement_score":0.9867123,"about_ca_system_score_codex":0.000021357082,"about_ca_system_score_gemma":0.000069516595,"threshold_uncertainty_score":0.7615627},"labels":[],"label_agreement":null},{"id":"W3103703588","doi":"10.52842/conf.acadia.2016.072","title":"What Bricks Want: Machine Learning and Iterative Ruin","year":2016,"lang":"en","type":"article","venue":"ACADIA quarterly","topic":"Architecture and Computational Design","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":"University of Toronto","funders":"","keywords":"Tower; Artifact (error); Brick; Computer science; Capital (architecture); Artificial intelligence; Architectural engineering; Industrial engineering; Engineering; Archaeology; Civil engineering; History","score_opus":0.004591038986663952,"score_gpt":0.19755096940900008,"score_spread":0.1929599304223361,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3103703588","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.75276524,0.0053719184,0.23528199,0.001832291,0.00064292754,0.0002516724,0.000014918808,0.0005878647,0.0032511705],"genre_scores_gemma":[0.99863386,0.00010788443,0.00045182937,0.000076884375,0.00009773157,0.000008961451,0.0000046717037,0.000018802992,0.00059939263],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9995088,0.00003150851,0.000103857026,0.00012363461,0.00007911595,0.00015308731],"domain_scores_gemma":[0.99970394,0.00015262957,0.000014150175,0.0000515813,0.000013601182,0.000064075575],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00004896069,0.00010804224,0.00009558085,0.000058138452,0.00005453819,0.00006073431,0.00005232814,0.00004364565,0.0000526636],"category_scores_gemma":[0.000004728517,0.00007592372,0.000023373685,0.000054339485,0.00002459436,0.0003089998,0.0000052056084,0.00011691679,0.000096305484],"study_design_candidate":"design_other","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":[0.000010904221,0.000004846325,0.0005311227,0.000013552942,0.000046131405,0.00002061177,0.007826689,0.00037616873,0.0054959184,0.000935809,0.00046577342,0.9842725],"study_design_scores_gemma":[0.008628941,0.005995807,0.07983295,0.0017819486,0.00020924893,0.0010138226,0.0045526447,0.27922413,0.016636519,0.20194119,0.395187,0.0049958085],"about_ca_topic_score_codex":0.0000039655874,"about_ca_topic_score_gemma":0.00000770126,"teacher_disagreement_score":0.97927666,"about_ca_system_score_codex":0.000013913749,"about_ca_system_score_gemma":0.000004839075,"threshold_uncertainty_score":0.30960798},"labels":[],"label_agreement":null},{"id":"W4288852804","doi":"10.52842/conf.acadia.2019.310","title":"Bursting the Bubble","year":2019,"lang":"en","type":"article","venue":"ACADIA quarterly","topic":"Augmented Reality Applications","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":"McGill University","funders":"","keywords":"Laser beams; Base (topology); Bubble; Bursting; Head (geology); Optics; Base station; Beam (structure); Laser; Physics; Computer science; Electrical engineering; Acoustics; Telecommunications; Engineering; Geology; Mechanics; Mathematics","score_opus":0.005699971028381031,"score_gpt":0.2126287968800953,"score_spread":0.2069288258517143,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4288852804","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.14272799,0.00014288323,0.78743935,0.022928698,0.0005574751,0.0007303077,0.0000036409836,0.00046930503,0.04500033],"genre_scores_gemma":[0.99554265,0.0000014026775,0.0021452408,0.0008725913,0.000063894,0.000037197104,0.0000018752839,0.0000060690277,0.0013291067],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99922335,0.000038433325,0.00013184988,0.0002283898,0.0001654356,0.0002125623],"domain_scores_gemma":[0.99893117,0.00013542685,0.000060894665,0.00079389417,0.000028427177,0.00005019221],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00022299332,0.00007155294,0.0000680416,0.000028772687,0.00012545336,0.000116348216,0.0010832626,0.000040257324,0.000028556808],"category_scores_gemma":[0.0000057889224,0.000050826726,0.000037631984,0.00027812534,0.0000278361,0.00028867048,0.00004578097,0.00015146263,0.002356755],"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":[0.000002034262,0.00004692851,0.0011152487,0.000010482241,0.000030718737,0.0000021666747,0.006919149,0.00016266013,0.0031559975,0.7708402,0.0096627325,0.20805167],"study_design_scores_gemma":[0.001333466,0.0008623406,0.05774782,0.00007242684,0.000037644735,0.00011959245,0.0026707435,0.31456006,0.0022587422,0.13551666,0.48370257,0.0011179459],"about_ca_topic_score_codex":0.00007906923,"about_ca_topic_score_gemma":0.000009464566,"teacher_disagreement_score":0.8528146,"about_ca_system_score_codex":0.00002339553,"about_ca_system_score_gemma":0.00003378392,"threshold_uncertainty_score":0.99842},"labels":[],"label_agreement":null},{"id":"W4297808042","doi":"10.52842/conf.acadia.2016.034","title":"Architectural Heat Maps: A Workflow for Synthesizing Data","year":2016,"lang":"en","type":"article","venue":"ACADIA quarterly","topic":"Image Retrieval and Classification Techniques","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 Calgary","funders":"","keywords":"Workflow; Computer science; Simultaneity; Database","score_opus":0.04371389683568353,"score_gpt":0.28377992073274744,"score_spread":0.2400660238970639,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4297808042","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0010467479,0.00012862684,0.98889285,0.00882706,0.00015895686,0.00026361764,0.000045560784,0.0004065172,0.00023008471],"genre_scores_gemma":[0.75683796,0.00001656031,0.24127129,0.0006095201,0.00029067224,0.0001138891,0.000018186765,0.00002276781,0.00081917405],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9987714,0.000049105307,0.00021006579,0.00048441545,0.00016250556,0.00032247583],"domain_scores_gemma":[0.9981736,0.00040371445,0.000048782695,0.001229747,0.000050723364,0.00009342134],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00033293664,0.00012820662,0.00013647825,0.00008183979,0.00010381336,0.00014016774,0.0018946877,0.0000652122,0.000008854189],"category_scores_gemma":[0.000079246376,0.00008205771,0.000057176076,0.0001710282,0.000055541204,0.00080316036,0.0000887497,0.0000677035,0.00008807822],"study_design_candidate":"design_other","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":[0.000008293225,0.000012511358,0.000035565783,0.000007842835,0.000008909969,0.0000015720414,0.00020867093,1.4911162e-8,0.018516384,0.008963682,0.0020642085,0.97017235],"study_design_scores_gemma":[0.0024285745,0.002251008,0.0044471575,0.000766306,0.000068057634,0.0002246582,0.00017406215,0.025957543,0.2455398,0.30026865,0.41567624,0.0021979648],"about_ca_topic_score_codex":0.000010296719,"about_ca_topic_score_gemma":0.0000039648726,"teacher_disagreement_score":0.96797436,"about_ca_system_score_codex":0.000031093507,"about_ca_system_score_gemma":0.000048272184,"threshold_uncertainty_score":0.35208327},"labels":[],"label_agreement":null},{"id":"W4297854659","doi":"10.52842/conf.acadia.2014.435","title":"PneuSystems: cellular pneumatic envelope assemblies","year":2014,"lang":"en","type":"article","venue":"ACADIA quarterly","topic":"Advanced Materials and Mechanics","field":"Engineering","cited_by":2,"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":"Social Sciences and Humanities Research Council of Canada","keywords":"Envelope (radar); Computer science; Telecommunications","score_opus":0.005852227344217289,"score_gpt":0.1870013107915739,"score_spread":0.1811490834473566,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4297854659","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.844085,0.00038992657,0.14364089,0.000055075543,0.002786283,0.00026114014,0.000009881486,0.00088290713,0.007888941],"genre_scores_gemma":[0.9980999,0.000029731906,0.0012989405,0.00004814531,0.00022388026,0.000036074074,0.000009497926,0.00005099198,0.00020281054],"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","domain_scores_codex":[0.9991552,0.000031059397,0.00025860238,0.00014735851,0.00011551149,0.0002922743],"domain_scores_gemma":[0.9995327,0.000047349364,0.000036304682,0.00026784983,0.0000190069,0.000096816264],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00015739413,0.00017031918,0.00023168139,0.000059905953,0.000046538604,0.000053310163,0.00016404348,0.00009975087,0.000064853266],"category_scores_gemma":[0.000012178643,0.00016319416,0.000040937823,0.00007655661,0.000009409518,0.00018697073,0.000006757022,0.00009803866,0.0005321775],"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":[0.0000043930127,0.000017859966,0.000022340146,0.0005449115,0.000049546394,0.000008750075,0.0019292115,0.0011641192,0.91984576,0.017421728,0.0021870171,0.056804374],"study_design_scores_gemma":[0.0018359341,0.0012306152,0.00067573437,0.00048403506,0.00012686699,0.00006292936,0.0017633507,0.07617168,0.3496525,0.04104408,0.52441084,0.002541448],"about_ca_topic_score_codex":0.0000045598417,"about_ca_topic_score_gemma":0.000005162507,"teacher_disagreement_score":0.5701933,"about_ca_system_score_codex":0.000028908493,"about_ca_system_score_gemma":0.000006198761,"threshold_uncertainty_score":0.6840243},"labels":[],"label_agreement":null},{"id":"W4297960742","doi":"10.52842/conf.acadia.2001.156","title":"The Design Space of Schematic Palladian Plans for Two Villa Topologies","year":2001,"lang":"en","type":"article","venue":"ACADIA quarterly","topic":"Architecture and Computational Design","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":"University of Waterloo","funders":"","keywords":"Topology (electrical circuits); Space (punctuation); Plan (archaeology); Dimension (graph theory); Network topology; Schematic; Computer science; Set (abstract data type); Grid; Mathematics; Geometry; Engineering; Pure mathematics; Combinatorics; Programming language","score_opus":0.01583599585681546,"score_gpt":0.23947738895225837,"score_spread":0.2236413930954429,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4297960742","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.047687307,0.0005838264,0.9481215,0.0007497727,0.00017370177,0.00041894751,0.000009085811,0.00014733349,0.002108541],"genre_scores_gemma":[0.9893955,0.000020951762,0.010273812,0.00003831638,0.00008504733,0.000055952118,0.0000032975026,0.000017203069,0.000109913846],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99944156,0.00002748302,0.000161159,0.00008168369,0.000082967636,0.00020512627],"domain_scores_gemma":[0.99892855,0.00084092637,0.000028405257,0.00013761503,0.000023694562,0.00004079892],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00013631498,0.000100178935,0.00011725246,0.000041431853,0.000083254345,0.00001971002,0.0001722216,0.000041834006,0.0000071228437],"category_scores_gemma":[0.000021566295,0.00007211911,0.000053375225,0.00008357447,0.000044687655,0.00004024089,0.000002850145,0.00007276515,0.000020432002],"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":[0.00021828961,0.00004552181,0.00045875958,0.00026189125,0.00054263463,0.000023273578,0.014590361,0.38966364,0.01511126,0.10657553,0.027128823,0.44538],"study_design_scores_gemma":[0.002486944,0.0024196259,0.005661962,0.00016933346,0.00014590973,0.00012881332,0.0037606678,0.48313314,0.017074743,0.43460733,0.049264215,0.00114732],"about_ca_topic_score_codex":0.000010944525,"about_ca_topic_score_gemma":0.00004965979,"teacher_disagreement_score":0.9417082,"about_ca_system_score_codex":0.000014112651,"about_ca_system_score_gemma":0.000017641376,"threshold_uncertainty_score":0.2940932},"labels":[],"label_agreement":null},{"id":"W4298913206","doi":"10.52842/conf.acadia.2014.033","title":"Bounded Agency: Integrating informed multi-agent systems within architectural subtractions","year":2014,"lang":"en","type":"article","venue":"ACADIA quarterly","topic":"Architecture and Computational Design","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":"University of Calgary","funders":"","keywords":"Agency (philosophy); Bounded function; Computer science; Mathematics; Sociology; Social science; Mathematical analysis","score_opus":0.01358765450560494,"score_gpt":0.23112554190154425,"score_spread":0.2175378873959393,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4298913206","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.49957818,0.0000932906,0.4955979,0.00005875583,0.0010742139,0.000265088,0.0000074244617,0.00050797936,0.0028171868],"genre_scores_gemma":[0.9908928,0.0000012814194,0.008443999,0.00007977326,0.00024683023,0.00006763496,0.000030586267,0.00003437236,0.00020267846],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99890655,0.00006442079,0.0003729867,0.0001681042,0.00018910172,0.0002988635],"domain_scores_gemma":[0.9993536,0.00023040616,0.000061955856,0.00018526206,0.000036438898,0.00013232746],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00015063208,0.000210881,0.0001865113,0.00014760371,0.000152492,0.00010935713,0.00018120915,0.00009097485,0.000012148486],"category_scores_gemma":[0.000036530735,0.0001856304,0.00007961147,0.0001587079,0.00003532307,0.0001686941,0.0000058983155,0.00037615802,0.00019930243],"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":[0.000032099055,0.00007049959,0.00056052755,0.00035971284,0.00036160825,0.000019045514,0.080786966,0.58751625,0.01174522,0.026842533,0.0021464985,0.28955907],"study_design_scores_gemma":[0.00054497964,0.00029489555,0.01073772,0.00008800373,0.00003296403,0.00011129074,0.00085828075,0.9771014,0.00028334415,0.004006385,0.00543839,0.00050234183],"about_ca_topic_score_codex":0.00011610089,"about_ca_topic_score_gemma":0.00020985602,"teacher_disagreement_score":0.49131468,"about_ca_system_score_codex":0.00007572596,"about_ca_system_score_gemma":0.000044311626,"threshold_uncertainty_score":0.7569788},"labels":[],"label_agreement":null},{"id":"W4299300045","doi":"10.52842/conf.acadia.2013.109","title":"Adaptation as a Framework for Reconsidering High-Performance Residential Design: A Case Study","year":2013,"lang":"en","type":"article","venue":"ACADIA quarterly","topic":"Architecture and Computational Design","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"Natural Resources Canada; National Renewable Energy Laboratory; Ontario Power Authority; University of Waterloo; Mitacs; Simon Fraser University; U.S. Department of Energy","keywords":"Conceptualization; HVAC; Building envelope; Adaptation (eye); Architectural engineering; Architecture; Computer science; Building design; Envelope (radar); Built environment; Interface (matter); Systems engineering; Engineering; Civil engineering; Artificial intelligence; Geography","score_opus":0.03127432671930824,"score_gpt":0.24316822918798178,"score_spread":0.21189390246867354,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4299300045","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5691713,0.000038268696,0.429793,0.00003734587,0.00017462285,0.0006305187,9.562301e-7,0.00013504362,0.000018902227],"genre_scores_gemma":[0.93279576,0.0000019841987,0.066334866,0.000064343774,0.00021379594,0.00052060495,0.0000030946187,0.000036882946,0.000028645618],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991731,0.000044717995,0.00024254566,0.00018378167,0.00012071633,0.00023514463],"domain_scores_gemma":[0.9992668,0.00041805088,0.000034700566,0.00015155051,0.000053336353,0.00007553692],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00011823305,0.00015205276,0.00014096005,0.000105518106,0.00012884602,0.000081983526,0.00009430024,0.00008191231,0.00004660236],"category_scores_gemma":[0.000020609566,0.00015541115,0.000034978766,0.00011558923,0.000012501945,0.00030137732,0.0000044826875,0.00017125986,0.00024808806],"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":[0.00007406505,0.000082965045,0.00017108035,0.00009867363,0.0002637264,0.00042808973,0.039433725,0.36381784,0.0008778812,0.0008929084,0.0021701308,0.59168893],"study_design_scores_gemma":[0.0017476194,0.004930668,0.0056275157,0.000120472214,0.00013548417,0.0015112454,0.012923616,0.7992105,0.0021610318,0.17047368,0.00014876224,0.0010093853],"about_ca_topic_score_codex":0.000234007,"about_ca_topic_score_gemma":0.000044650194,"teacher_disagreement_score":0.5906795,"about_ca_system_score_codex":0.00002920785,"about_ca_system_score_gemma":0.00002752867,"threshold_uncertainty_score":0.63374823},"labels":[],"label_agreement":null},{"id":"W4299703667","doi":"10.52842/conf.acadia.2014.389","title":"This is not a Glitch: Algorithms and Anomalies in Google Architecture","year":2014,"lang":"en","type":"article","venue":"ACADIA quarterly","topic":"3D Surveying and Cultural Heritage","field":"Earth and Planetary Sciences","cited_by":4,"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":"Computer science; Architecture; Image (mathematics); Glitch; Big data; Human–computer interaction; Computer graphics (images); Distributed computing; Data science; Theoretical computer science; Data mining; Artificial intelligence","score_opus":0.01227286652107308,"score_gpt":0.20459476866270038,"score_spread":0.1923219021416273,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4299703667","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9886847,0.00045196348,0.000035876055,0.0009596501,0.00013199465,0.000085113694,0.0000610991,0.00004478949,0.009544822],"genre_scores_gemma":[0.99662256,0.000014323814,0.00079103524,0.0010110645,0.000104692335,0.0000014146783,0.000028555429,0.000003431498,0.0014229064],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.99902457,0.00011968942,0.00015725008,0.0002646001,0.00014017768,0.000293719],"domain_scores_gemma":[0.9995628,0.00013662434,0.000034022,0.00013867453,0.000011227015,0.000116677176],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00028753822,0.00013570352,0.00016803239,0.000055246703,0.000093081944,0.00007860079,0.00013979054,0.000096268566,0.0009279829],"category_scores_gemma":[0.000015499285,0.00010130149,0.000033817214,0.00013317184,0.00007000992,0.00015618459,0.0000031412626,0.00019933001,0.00036079888],"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":[0.000021165371,0.000006494451,0.22746037,0.000015819685,0.000006675855,0.000008158021,0.008973244,0.000006398174,0.00006195422,0.00004206667,0.00086569216,0.76253194],"study_design_scores_gemma":[0.00040934864,0.0005625736,0.95612067,0.000027832051,0.0000062837917,0.000029738263,0.0005562308,0.004472487,0.00006499858,0.0012946964,0.036155753,0.00029939698],"about_ca_topic_score_codex":0.0033254684,"about_ca_topic_score_gemma":0.0048203585,"teacher_disagreement_score":0.76223254,"about_ca_system_score_codex":0.0000020283967,"about_ca_system_score_gemma":0.000009846899,"threshold_uncertainty_score":0.9999853},"labels":[],"label_agreement":null},{"id":"W4300012195","doi":"10.52842/conf.acadia.2012.067","title":"Synthesizing Design Performance: An Evolutionary Approach to Multidisciplinary Design Search","year":2012,"lang":"en","type":"article","venue":"ACADIA quarterly","topic":"Design Education and Practice","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Simon Fraser University","funders":"Natural Sciences and Engineering Research Council of Canada; Autodesk","keywords":"Computer science; Generative Design; Engineering design process; Design space exploration; Probabilistic design; Flexibility (engineering); Management science; Population; Multidisciplinary approach; Computer-automated design; Design process; Parametric statistics; Industrial engineering; Evolutionary algorithm; Systems design; Artificial intelligence; Software engineering; Engineering; Work in process","score_opus":0.06940170256370437,"score_gpt":0.28848725157997757,"score_spread":0.2190855490162732,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4300012195","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.19999094,0.000694538,0.7868634,0.00013635363,0.0008557136,0.00090006087,0.000004794752,0.0006259945,0.009928184],"genre_scores_gemma":[0.8278848,0.00001659794,0.1712068,0.000064226406,0.00039978386,0.00014955668,0.000010411711,0.00005539934,0.00021243404],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99833274,0.0003190396,0.00023185914,0.00022457943,0.000251248,0.0006405271],"domain_scores_gemma":[0.99873006,0.0003577629,0.000023816752,0.00036039963,0.000047457,0.000480502],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0011789458,0.00021345622,0.00015782613,0.00021041234,0.00021105555,0.000062776926,0.00028853817,0.00013419801,0.000088862216],"category_scores_gemma":[0.000025873134,0.00022109773,0.00003604505,0.00033573655,0.000026935028,0.0016838085,0.000011464601,0.00032525303,0.0012157279],"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":[0.00047441645,0.001912595,0.007397469,0.000455222,0.00028144885,0.0000072281773,0.17504077,0.3117397,0.040429637,0.002111179,0.045540854,0.41460946],"study_design_scores_gemma":[0.0006065257,0.0012765519,0.13637981,0.00007962797,0.00010468057,0.0002211252,0.012947159,0.82926905,0.0065550236,0.00014310057,0.010819569,0.0015977618],"about_ca_topic_score_codex":0.000010201923,"about_ca_topic_score_gemma":1.088745e-7,"teacher_disagreement_score":0.62789387,"about_ca_system_score_codex":0.00014418401,"about_ca_system_score_gemma":0.00006836117,"threshold_uncertainty_score":0.99956197},"labels":[],"label_agreement":null},{"id":"W4300162319","doi":"10.52842/conf.acadia.2013.200","title":"Stigmergic Space","year":2013,"lang":"en","type":"article","venue":"ACADIA quarterly","topic":"Slime Mold and Myxomycetes Research","field":"Engineering","cited_by":5,"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 British Columbia","funders":"","keywords":"Space (punctuation); Computer science; Task (project management); Artificial intelligence; Collective intelligence; Decision maker; Product (mathematics); Operations research; Human–computer interaction; Management science; Knowledge management; Systems engineering; Engineering; Mathematics","score_opus":0.005236500181520254,"score_gpt":0.19347396270796507,"score_spread":0.18823746252644483,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4300162319","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97339386,0.00062857417,0.0000605743,0.00040995993,0.0002449824,0.00018840848,0.0000026776647,0.00035126152,0.024719695],"genre_scores_gemma":[0.997968,0.000021544787,0.00028041715,0.00005059715,0.00014886312,0.000058769678,0.000003631117,0.000027151442,0.0014409907],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.99928886,0.000012616458,0.00010117528,0.00011259105,0.00013338229,0.00035139447],"domain_scores_gemma":[0.9995753,0.000040444524,0.0000064274464,0.00020071765,0.000025548445,0.00015155658],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00004221873,0.000102645194,0.00009620412,0.00007393763,0.000031280135,0.00006178791,0.00016384815,0.00006835435,0.0011930916],"category_scores_gemma":[0.000005066709,0.00009512869,0.000038107573,0.00013485632,0.000023820168,0.00019757787,0.000005697279,0.00018040344,0.006101897],"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":[0.000005569372,0.000047837213,0.01628413,0.00015029873,0.00022019538,0.000045741774,0.0042588953,0.00056395563,0.14813578,0.0051820264,0.3750721,0.4500335],"study_design_scores_gemma":[0.0023020685,0.0011891127,0.47617105,0.00010952668,0.000057029843,0.00006652474,0.0021430145,0.08076304,0.026993416,0.009747973,0.3984092,0.0020480547],"about_ca_topic_score_codex":0.00010182306,"about_ca_topic_score_gemma":0.0000063206385,"teacher_disagreement_score":0.45988694,"about_ca_system_score_codex":0.00002506565,"about_ca_system_score_gemma":0.000008252008,"threshold_uncertainty_score":0.99972},"labels":[],"label_agreement":null},{"id":"W4300358539","doi":"10.52842/conf.acadia.2011.326","title":"Toward Responsive Atmospheres: Prototype Exploration through Material and Computational Systems","year":2011,"lang":"en","type":"article","venue":"ACADIA quarterly","topic":"Architecture and Computational Design","field":"Engineering","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":"Toronto Metropolitan University","funders":"Social Sciences and Humanities Research Council of Canada; University of Michigan","keywords":"Performative utterance; Computer science; Architecture; Operability; Attunement; Systems engineering; Architectural engineering; Engineering; Software engineering","score_opus":0.03516830853175561,"score_gpt":0.22050490155018146,"score_spread":0.18533659301842587,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4300358539","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5023392,0.00037045102,0.49118388,0.000084045234,0.0007760869,0.0010410245,0.000041517727,0.00045034077,0.0037134758],"genre_scores_gemma":[0.98968464,0.000005255689,0.009890462,0.000044651777,0.00014988515,0.00014045826,0.000036413356,0.000023386072,0.000024867099],"study_design_codex":"qualitative","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99935836,0.00005056073,0.00018497232,0.0001428515,0.0001229538,0.00014029423],"domain_scores_gemma":[0.9997529,0.000052289466,0.000028416809,0.00007366763,0.000045435165,0.00004732729],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000055337245,0.00012496533,0.00011840761,0.000019993868,0.000052384214,0.000043614054,0.000071238035,0.00006972993,0.000038228303],"category_scores_gemma":[0.0000034587626,0.000119378514,0.000020326559,0.0000708189,0.000031607018,0.00032422782,0.000004972155,0.00008102456,0.000072808274],"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":[0.0025215326,0.00017765876,0.0005823016,0.0011207738,0.0008109416,0.00023788917,0.37551007,0.2566383,0.004468453,0.24108547,0.016790375,0.100056246],"study_design_scores_gemma":[0.0028516855,0.005796973,0.019717412,0.00032486266,0.00014034356,0.0003637994,0.0088901315,0.3400527,0.0032354626,0.5997241,0.01672904,0.0021734582],"about_ca_topic_score_codex":0.000042751886,"about_ca_topic_score_gemma":0.0000027699057,"teacher_disagreement_score":0.48734543,"about_ca_system_score_codex":0.000018332039,"about_ca_system_score_gemma":0.000021050786,"threshold_uncertainty_score":0.48681146},"labels":[],"label_agreement":null},{"id":"W4300615728","doi":"10.52842/conf.acadia.2018.030","title":"Critical Computational Literacy: A Call for the Development of Socially Aware, Ethically Minded Research within ACADIA","year":2018,"lang":"en","type":"article","venue":"ACADIA quarterly","topic":"Teaching and Learning Programming","field":"Computer Science","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":"University of Waterloo","funders":"","keywords":"Literacy; Computer science; Data science; Sociology; Pedagogy","score_opus":0.07903348124635634,"score_gpt":0.42321335774120333,"score_spread":0.344179876494847,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4300615728","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.03480208,0.00006552586,0.95493734,0.009225761,0.00042095833,0.00034708955,0.0000036601127,0.00011654483,0.000081020946],"genre_scores_gemma":[0.63172305,1.3081689e-7,0.36761162,0.00026863153,0.00020460271,0.00005731686,0.0000040821697,0.000011465091,0.00011910337],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99718976,0.00048115893,0.00053483876,0.0004481124,0.0007733571,0.00057276053],"domain_scores_gemma":[0.9940967,0.00429944,0.000115018775,0.00034733873,0.0009831865,0.00015831352],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0048352303,0.00014999171,0.0001920223,0.00015684128,0.0010519319,0.00038888832,0.0012844573,0.00021530819,0.0000075512908],"category_scores_gemma":[0.0007968435,0.00011635536,0.00008593557,0.00039220374,0.00053801574,0.00031577406,0.000095125186,0.0010169282,0.000060761966],"study_design_candidate":"design_other","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":[0.000039578652,0.00009687389,0.00030293514,0.000048973732,0.00004591009,0.0000024961723,0.18458027,0.00003165221,0.00009150402,0.14523043,0.0012413053,0.66828805],"study_design_scores_gemma":[0.0042169415,0.008408414,0.16513087,0.00084664766,0.00009798594,0.00008275427,0.004000626,0.3846844,0.0011181266,0.14213693,0.28717706,0.00209922],"about_ca_topic_score_codex":0.000055555945,"about_ca_topic_score_gemma":0.0001000364,"teacher_disagreement_score":0.66618884,"about_ca_system_score_codex":0.000065115215,"about_ca_system_score_gemma":0.0011510825,"threshold_uncertainty_score":0.8090716},"labels":[],"label_agreement":null},{"id":"W4300848011","doi":"10.52842/conf.acadia.2018.336","title":"Lap, Twist, Knot. Intentionality in digital-analogue making environments","year":2018,"lang":"en","type":"article","venue":"ACADIA quarterly","topic":"Architecture and Computational Design","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":"Dalhousie University","funders":"","keywords":"Computer science; Architecture; Agency (philosophy); Human–computer interaction; Sociology; Visual arts","score_opus":0.00926326500806884,"score_gpt":0.21923890922617156,"score_spread":0.20997564421810272,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4300848011","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.77362794,0.0001737415,0.205329,0.00019432143,0.00038108035,0.00020928554,0.000041602794,0.00018829158,0.01985475],"genre_scores_gemma":[0.99896294,0.0000010595724,0.00048091088,0.00016510407,0.00016431969,0.00001270893,0.00003378087,0.000017684706,0.00016149356],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.9992856,0.000014307683,0.00020044198,0.00015748914,0.00014100353,0.00020118163],"domain_scores_gemma":[0.9997523,0.00005051869,0.000020318957,0.00012416672,0.00000902693,0.000043671753],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00006950836,0.000115430645,0.0001068139,0.000089896115,0.000033203112,0.000037044658,0.00013510957,0.00007948345,0.000078898745],"category_scores_gemma":[0.0000067104056,0.000118941905,0.000046751757,0.000110747125,0.000056697747,0.00018401192,0.0000096955155,0.0001880871,0.00059426425],"study_design_candidate":"design_other","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":[0.00010685383,0.00028163652,0.04230274,0.00012253175,0.00044250776,0.00013733101,0.014062634,0.016730892,0.004942071,0.030492496,0.013817163,0.87656116],"study_design_scores_gemma":[0.0012564876,0.00069457485,0.6253822,0.00015708865,0.000037578066,0.000058642596,0.000416486,0.06467053,0.0004496896,0.21168862,0.09404002,0.0011481184],"about_ca_topic_score_codex":0.000007847922,"about_ca_topic_score_gemma":0.000030030038,"teacher_disagreement_score":0.875413,"about_ca_system_score_codex":0.00005678939,"about_ca_system_score_gemma":0.0000074195195,"threshold_uncertainty_score":0.76382625},"labels":[],"label_agreement":null},{"id":"W4300886832","doi":"10.52842/conf.acadia.2008.142","title":"Degrees and Switches","year":2008,"lang":"en","type":"article","venue":"ACADIA quarterly","topic":"Design Education and Practice","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":"McGill University","funders":"","keywords":"Evolutionary developmental biology; Generative grammar; Adaptation (eye); Context (archaeology); Function (biology); Computer science; Cognitive science; Evolutionary biology; Biology; Artificial intelligence","score_opus":0.01717670023488494,"score_gpt":0.20165389391007366,"score_spread":0.18447719367518872,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4300886832","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.976654,0.00085780927,0.0008999601,0.0003266731,0.00027406498,0.00004966759,0.0000011289471,0.00019376243,0.02074292],"genre_scores_gemma":[0.998443,0.000103641876,0.0006535572,0.00010301917,0.0000809218,0.000006543203,0.0000013152996,0.000010602595,0.00059740583],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9997259,0.000008199591,0.00006572326,0.00006119397,0.000043777454,0.00009521028],"domain_scores_gemma":[0.9997827,0.000060156606,0.000008254548,0.00007853878,0.000008345071,0.0000620454],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000041899977,0.000056131415,0.000051537383,0.000032882668,0.000041811356,0.0000147154215,0.00004184465,0.000036245,0.000076500175],"category_scores_gemma":[0.000007678109,0.00005617344,0.0000103021675,0.000052959367,0.000018725097,0.00019941608,0.0000010411053,0.00008175742,0.00025132345],"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":[0.00002754045,0.00010334568,0.030694028,0.0001273722,0.00018469506,0.00006192045,0.076190546,0.00022189417,0.02446922,0.0054248655,0.23859914,0.6238954],"study_design_scores_gemma":[0.0005980916,0.0002598371,0.33617902,0.000017702972,0.00003374728,0.0005243884,0.0023234594,0.0039364784,0.0017887859,0.0010982854,0.65262717,0.0006130069],"about_ca_topic_score_codex":0.0000139647545,"about_ca_topic_score_gemma":0.000006109435,"teacher_disagreement_score":0.62328243,"about_ca_system_score_codex":0.00000708741,"about_ca_system_score_gemma":0.0000094371335,"threshold_uncertainty_score":0.3230338},"labels":[],"label_agreement":null},{"id":"W4301482991","doi":"10.52842/conf.acadia.2016.078","title":"Form-Making in SIFT Imaged Environments","year":2016,"lang":"en","type":"article","venue":"ACADIA quarterly","topic":"3D Surveying and Cultural Heritage","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Architecture; Computer science; Artificial intelligence; Human–computer interaction; Computer vision; Visual arts; Art","score_opus":0.011701059594037307,"score_gpt":0.20660894581821151,"score_spread":0.1949078862241742,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4301482991","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.993812,0.00013127096,0.00010194907,0.00032279387,0.00014575337,0.00007845719,0.000029180697,0.000027316593,0.00535126],"genre_scores_gemma":[0.99862295,0.000013003279,0.0001395907,0.00015595114,0.000051767154,0.0000013921997,0.000012541679,0.000002946699,0.0009998642],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99909896,0.00007879595,0.00016218534,0.00019827606,0.00013985918,0.0003219547],"domain_scores_gemma":[0.9996542,0.00010643724,0.000037353548,0.00012765499,0.000002782818,0.00007162198],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00022934994,0.00010201338,0.00010579627,0.000039464005,0.00006582746,0.000027659626,0.00015827133,0.000061241124,0.0014888411],"category_scores_gemma":[0.000013799133,0.00006130537,0.000035560523,0.000078719095,0.000043918615,0.0004021713,0.000002175774,0.00008739327,0.001904616],"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":[0.000013126731,0.000005956626,0.5925176,0.0000022001104,0.0000035354592,0.000018784804,0.00090710854,0.0000018161046,0.00089370814,0.0000166671,0.00015796014,0.4054615],"study_design_scores_gemma":[0.00031105313,0.0001508896,0.9925901,0.000032423985,0.0000020229745,0.0000051985153,0.00027449257,0.000069569774,0.000057889283,0.0011482297,0.0052128937,0.0001452022],"about_ca_topic_score_codex":0.00032455425,"about_ca_topic_score_gemma":0.002624803,"teacher_disagreement_score":0.4053163,"about_ca_system_score_codex":0.000006642246,"about_ca_system_score_gemma":0.000007831489,"threshold_uncertainty_score":0.9994239},"labels":[],"label_agreement":null},{"id":"W4302064851","doi":"10.52842/conf.acadia.2012.373","title":"Design Ecologies for Responsive Environments: Resonant Chamber, an Acoustically Performative System\"","year":2012,"lang":"en","type":"article","venue":"ACADIA quarterly","topic":"Architecture and Computational Design","field":"Engineering","cited_by":2,"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":"Social Sciences and Humanities Research Council of Canada","keywords":"Performative utterance; Computer science; Acoustics; Physics; Art; Aesthetics","score_opus":0.01690013971290835,"score_gpt":0.227657106022952,"score_spread":0.21075696631004365,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4302064851","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.066206425,0.00034164556,0.9319583,0.000041648782,0.0002863752,0.00057827757,0.000029211154,0.00022774917,0.00033033142],"genre_scores_gemma":[0.975643,0.0000068548175,0.02366018,0.00008684818,0.00022725722,0.00025016622,0.00002258285,0.00003494144,0.00006819262],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9989195,0.00014745172,0.00022390335,0.00013695938,0.00014360757,0.00042862038],"domain_scores_gemma":[0.9989599,0.00067669724,0.00003576489,0.00015970673,0.000019101926,0.00014880227],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00040009,0.00018096705,0.0001744342,0.00008084537,0.00014673501,0.000022792046,0.00012232178,0.00011244533,0.000014025375],"category_scores_gemma":[0.000024961104,0.00015839023,0.000046371697,0.00005430029,0.000039366598,0.00037656617,0.0000071142867,0.0001672488,0.00014267924],"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":[0.001635637,0.00041604385,0.0002763669,0.00074557017,0.0008533319,0.000053993048,0.14777842,0.41133195,0.038045846,0.020707311,0.01956672,0.3585888],"study_design_scores_gemma":[0.0015515169,0.004532677,0.029396005,0.00010462431,0.00018477054,0.00015488183,0.012146518,0.92793185,0.0032408356,0.0033275448,0.016190283,0.0012384792],"about_ca_topic_score_codex":0.000001417751,"about_ca_topic_score_gemma":7.717527e-7,"teacher_disagreement_score":0.9094365,"about_ca_system_score_codex":0.00011444389,"about_ca_system_score_gemma":0.000020344949,"threshold_uncertainty_score":0.6458967},"labels":[],"label_agreement":null},{"id":"W4302802266","doi":"10.52842/conf.acadia.2010.320","title":"Collaboration in Parametric Design: Analyzing User Interaction during Information Sharing","year":2010,"lang":"en","type":"article","venue":"ACADIA quarterly","topic":"Team Dynamics and Performance","field":"Psychology","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":"Bentley (Canada)","funders":"Mitacs","keywords":"Computer science; Task (project management); Human–computer interaction; Control (management); Preference; Mode (computer interface); Work (physics); Parametric statistics; Software; Artificial intelligence; Engineering; Systems engineering","score_opus":0.012324994848364182,"score_gpt":0.3088309067227879,"score_spread":0.2965059118744237,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4302802266","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.994932,0.000013704044,0.0023209397,0.0001259164,0.0011989516,0.00021232839,0.000003599842,0.000053482032,0.0011390544],"genre_scores_gemma":[0.9989425,0.00000377003,0.0006689562,0.000048933325,0.00010327631,0.000053474174,0.000023811037,0.000010286481,0.00014498609],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99913085,0.00003481696,0.00034167615,0.00016578169,0.000093332885,0.00023352387],"domain_scores_gemma":[0.9994516,0.000060615257,0.00014942099,0.0002368292,0.000050812603,0.00005075744],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003137551,0.00010662054,0.00011065093,0.00060977,0.000075681644,0.00015398991,0.00014781486,0.00015824856,0.00019568481],"category_scores_gemma":[0.0000266054,0.0001142731,0.000025656542,0.0008090419,0.000013386991,0.0017295409,0.000008270692,0.0004585224,0.00038869865],"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":[0.00046707108,0.00018305592,0.74691296,0.00007021901,0.00008496417,0.00001830465,0.06501568,0.0027761136,0.009169408,0.014475769,0.00066939037,0.16015708],"study_design_scores_gemma":[0.001151168,0.00022850651,0.9538605,0.000027361226,0.000013337457,0.000025267864,0.00275278,0.037014835,0.00023245931,0.00039474413,0.0039824327,0.00031657884],"about_ca_topic_score_codex":0.00032616878,"about_ca_topic_score_gemma":0.0005353581,"teacher_disagreement_score":0.2069476,"about_ca_system_score_codex":0.000062883635,"about_ca_system_score_gemma":0.000018412067,"threshold_uncertainty_score":0.49960646},"labels":[],"label_agreement":null},{"id":"W4387860086","doi":"10.52842/conf.acadia.2021.372","title":"Discrete Quasicrystal Assembly","year":2021,"lang":"en","type":"article","venue":"ACADIA quarterly","topic":"Quasicrystal Structures and Properties","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Task (project management); Quasicrystal; Fabrication; Envelope (radar); Computer science; Discrete geometry; Boundary (topology); Engineering drawing; Architectural geometry; Geometry; Computer graphics (images); Engineering; Mathematics; Programming language; Systems engineering; Software","score_opus":0.00856937829848889,"score_gpt":0.22938603875371533,"score_spread":0.22081666045522644,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4387860086","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9892802,0.00083208526,0.0005594483,0.0008129874,0.0008009396,0.000083023995,0.00004101943,0.00012283781,0.007467452],"genre_scores_gemma":[0.9959495,0.000009430446,0.000945526,0.00047900353,0.00033733982,0.000012171597,0.000018861465,0.000023009494,0.0022251336],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9985582,0.000116956064,0.00025918608,0.00037652967,0.0002705077,0.00041859425],"domain_scores_gemma":[0.99929506,0.000051937383,0.0000680453,0.00035884895,0.000074841155,0.0001512754],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00015364772,0.00017704493,0.00021588917,0.000027430406,0.00017232118,0.0002429902,0.0002469267,0.00010339157,0.0019363918],"category_scores_gemma":[0.000027066515,0.00014197301,0.00010007747,0.00013347538,0.00008247413,0.00034301635,0.00003541959,0.00014459332,0.00070692773],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000022926444,0.000016131613,0.00013013263,0.000022100645,0.000009257567,0.00007562721,0.0015050299,0.0000040612435,0.98185796,0.0038259474,0.0030386036,0.009492246],"study_design_scores_gemma":[0.0009200717,0.0008880737,0.006975513,0.000075931224,0.000053448493,0.00027450835,0.0030798041,0.00014611048,0.75591606,0.014315961,0.21639086,0.0009636772],"about_ca_topic_score_codex":0.00014003298,"about_ca_topic_score_gemma":0.00009968357,"teacher_disagreement_score":0.2259419,"about_ca_system_score_codex":0.000028563953,"about_ca_system_score_gemma":0.000087530745,"threshold_uncertainty_score":0.998976},"labels":[],"label_agreement":null},{"id":"W4387860092","doi":"10.52842/conf.acadia.2021.462","title":"Small Robots and Big Projects","year":2021,"lang":"en","type":"article","venue":"ACADIA quarterly","topic":"3D Surveying and Cultural Heritage","field":"Earth and Planetary Sciences","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 Toronto","funders":"","keywords":"Traverse; Task (project management); Process (computing); Robotics; Robot; Software; Computer science; Simplicity; Engineering; Systems engineering; Embedded system; Artificial intelligence; Simulation; Operating system","score_opus":0.04579669541577525,"score_gpt":0.20416546047657783,"score_spread":0.15836876506080258,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4387860092","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9890297,0.0013646545,0.000014823891,0.00028721,0.0002730658,0.000053844156,0.000024368264,0.000047423026,0.00890489],"genre_scores_gemma":[0.9970367,0.00003726642,0.00050850987,0.0003120878,0.00012149575,7.611301e-7,0.00007344066,0.000002352395,0.0019073738],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.9992949,0.00008143972,0.00010013046,0.00021733632,0.00008586013,0.00022036528],"domain_scores_gemma":[0.9996611,0.00006334193,0.00002196265,0.00011015564,0.00002658057,0.00011685749],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000117246585,0.00008966238,0.00010414382,0.000018984887,0.00010645878,0.0000896125,0.00007061789,0.00006210114,0.00030650577],"category_scores_gemma":[0.00001554143,0.00007023918,0.000027061522,0.0001354409,0.00003312429,0.000094554205,0.0000024209767,0.00011025161,0.00018843134],"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":[0.00000744466,0.000007828448,0.30834147,0.000018951841,0.000012771584,0.00010171445,0.0019450932,0.000008899487,0.00023856717,0.000050155595,0.0005084854,0.6887586],"study_design_scores_gemma":[0.00019152564,0.00020432528,0.9916236,0.000017002365,0.000007892634,0.00007965517,0.0012806271,0.0002532696,0.00011167725,0.00038213967,0.0056741443,0.00017416922],"about_ca_topic_score_codex":0.000774459,"about_ca_topic_score_gemma":0.0108215185,"teacher_disagreement_score":0.68858445,"about_ca_system_score_codex":0.0000011835928,"about_ca_system_score_gemma":0.00003815178,"threshold_uncertainty_score":0.60386616},"labels":[],"label_agreement":null},{"id":"W4387860167","doi":"10.52842/conf.acadia.2020.1.330","title":"Designing [with] Machines","year":2020,"lang":"en","type":"article","venue":"ACADIA quarterly","topic":"Ethics and Social Impacts of AI","field":"Social Sciences","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":"University of Toronto","funders":"","keywords":"Computer science","score_opus":0.04525884354746067,"score_gpt":0.32770959857185106,"score_spread":0.2824507550243904,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4387860167","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.3840143,0.000266545,0.0039370963,0.33765388,0.00035890896,0.0005010421,0.0000102104905,0.00055299286,0.27270502],"genre_scores_gemma":[0.9916592,0.00001668693,0.0013205389,0.0060000746,0.0006311729,0.000004280839,0.0000014446953,0.000012350594,0.00035425535],"study_design_codex":"qualitative","study_design_gemma":"not_applicable","domain_scores_codex":[0.9990503,0.00012909158,0.000100486344,0.00014939524,0.00028421625,0.00028646248],"domain_scores_gemma":[0.99932796,0.00016104076,0.000046388574,0.00006381877,0.00008918613,0.0003115893],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00033726124,0.00007949575,0.00011300336,0.00001928156,0.0004938682,0.0001976544,0.00021811853,0.000117290794,0.00013346119],"category_scores_gemma":[0.00019494328,0.000065330714,0.000039760725,0.00020488567,0.00018152768,0.00041560075,0.0000050333965,0.0002523998,0.00014392202],"study_design_candidate":"qualitative","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":[0.000045817887,0.000031532956,0.006931656,0.000018109487,0.000059311304,0.00004773785,0.74765015,0.000005134606,0.0015926246,0.14303182,0.010962089,0.089624],"study_design_scores_gemma":[0.0023520482,0.0050305906,0.015525815,0.00012901875,0.00015929565,0.00000398728,0.19273494,0.0004035946,0.00074599916,0.113868795,0.6670006,0.0020453425],"about_ca_topic_score_codex":0.0018230047,"about_ca_topic_score_gemma":0.0010284709,"teacher_disagreement_score":0.65603846,"about_ca_system_score_codex":0.000020010739,"about_ca_system_score_gemma":0.00016436222,"threshold_uncertainty_score":0.3798485},"labels":[],"label_agreement":null},{"id":"W4387860217","doi":"10.52842/conf.acadia.2020.1.574","title":"Computational Fluid Dynamics in Building Design Practice","year":2020,"lang":"en","type":"article","venue":"ACADIA quarterly","topic":"Wind and Air Flow Studies","field":"Environmental 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 Toronto","funders":"","keywords":"Workflow; Architectural engineering; Computational fluid dynamics; Computer science; Architecture; Realm; Systems engineering; Building design; Airflow; Software; Engineering design process; Simulation; Engineering; Mechanical engineering; Aerospace engineering","score_opus":0.01497318357782941,"score_gpt":0.24250004960530896,"score_spread":0.22752686602747957,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4387860217","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7687241,0.0001397876,0.16797881,0.046752483,0.00021677108,0.00050845137,0.0000146614875,0.00015214056,0.015512835],"genre_scores_gemma":[0.9740848,0.0000030193307,0.023391427,0.00241993,0.00005477926,0.000008087226,0.0000031783698,0.0000081129465,0.000026662048],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9992224,0.00006479307,0.00014580533,0.00020944857,0.00017542968,0.00018215133],"domain_scores_gemma":[0.999629,0.00019936966,0.000037746373,0.000052482912,0.0000044047542,0.000076993034],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00014003228,0.000087809276,0.000094492614,0.000015003165,0.00006948755,0.000024324645,0.00013286452,0.000035588295,0.00012611077],"category_scores_gemma":[0.000059905604,0.00008589547,0.000022935297,0.00020045626,0.000054782176,0.00034227732,0.000027957996,0.00012384234,0.00053003425],"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":[0.00045889986,0.0005454087,0.091098376,0.00004961502,0.00013449612,0.0004636627,0.058321923,0.36326677,0.0073651597,0.0190336,0.06023219,0.3990299],"study_design_scores_gemma":[0.0011495199,0.001166898,0.061257195,0.00002355354,0.000026712649,0.000021551037,0.006091204,0.9058859,0.000114518836,0.005768551,0.017936355,0.0005580835],"about_ca_topic_score_codex":0.00008891197,"about_ca_topic_score_gemma":0.00002464529,"teacher_disagreement_score":0.5426191,"about_ca_system_score_codex":0.00012471055,"about_ca_system_score_gemma":0.000007925304,"threshold_uncertainty_score":0.68126947},"labels":[],"label_agreement":null},{"id":"W4387861647","doi":"10.52842/conf.acadia.2021.048","title":"Automated Generation of Custom Fit PPE Inserts","year":2021,"lang":"en","type":"article","venue":"ACADIA quarterly","topic":"Manufacturing Process and Optimization","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Computer science; Embedded system","score_opus":0.017334625099652556,"score_gpt":0.22409082233805613,"score_spread":0.20675619723840358,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4387861647","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9906445,0.00036335143,0.0062553,0.00006527894,0.00033371692,0.000059616425,0.0000075354274,0.000545175,0.0017255398],"genre_scores_gemma":[0.99813163,0.000035149496,0.0014910152,0.00003442161,0.0000717475,0.0000068742397,0.000052416537,0.000016589676,0.00016013134],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9995463,0.000010764031,0.00016059249,0.00009590451,0.000079635385,0.00010679497],"domain_scores_gemma":[0.99976075,0.000009565208,0.000024380704,0.00012282928,0.000047927184,0.000034550678],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00003141042,0.00007571488,0.000096726304,0.00004342027,0.000023756076,0.00002457632,0.000050456874,0.00007566596,0.00011994581],"category_scores_gemma":[0.000005342607,0.000080496866,0.000024599021,0.00010995889,0.0000067766914,0.00013596208,0.0000029271637,0.000058390062,0.0000258323],"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":[0.0000087991775,0.00008194638,0.00070443744,0.00055780204,0.00013433573,0.000033051187,0.0064198426,0.77668715,0.0675481,0.0010510347,0.021303505,0.12546997],"study_design_scores_gemma":[0.0002321823,0.000049301056,0.0037181734,0.000024606463,0.000014882621,0.0000057832976,0.00005972097,0.86418504,0.12783228,0.00007020134,0.0036480557,0.00015981204],"about_ca_topic_score_codex":0.000012183833,"about_ca_topic_score_gemma":0.000023069879,"teacher_disagreement_score":0.12531015,"about_ca_system_score_codex":0.000015768937,"about_ca_system_score_gemma":0.000017372366,"threshold_uncertainty_score":0.3282567},"labels":[],"label_agreement":null}]}