{"meta":{"query_hash":"9ff7d64249e2","filters":{"venue":"Artificial Life and Robotics"},"cohort_total":8,"direct_labels_cover":0,"predictions_cover":8,"exported":8,"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/9ff7d64249e2","api":"https://metacan.xera.ac/api/v1/cohort?venue=Artificial+Life+and+Robotics"},"results":[{"id":"W2026056017","doi":"10.1007/s10015-008-0708-0","title":"3D amoeboid migration of a eukaryotic cell in a fiber matrix","year":2009,"lang":"en","type":"article","venue":"Artificial Life and Robotics","topic":"Protist diversity and phylogeny","field":"Biochemistry, Genetics and Molecular Biology","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":"Canada Research Chairs; University of Toronto","funders":"Shaanxi Administration of Traditional Chinese Medicine","keywords":"Fiber; Computer science; Matrix (chemical analysis); Eukaryotic cell; Cell; Biology; Materials science; Composite material; Genetics","score_opus":0.010918368330597157,"score_gpt":0.23245409374467427,"score_spread":0.22153572541407712,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2026056017","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9385367,0.00034419802,0.049952805,0.0003882276,0.000089671325,0.00002793573,0.0004839023,0.00028311662,0.00989341],"genre_scores_gemma":[0.9588572,0.00025146085,0.03514396,0.00004829724,0.000009960702,0.000020548967,0.0002888368,0.000044884615,0.0053348406],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9999646,0.0000032759533,0.000001900676,0.000008483363,0.000012872121,0.000008825677],"domain_scores_gemma":[0.9999523,0.00001251976,0.0000064133387,0.0000073122656,0.000006390895,0.000014928591],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00005648554,0.00018458135,0.00015754047,0.00017750278,0.00052090664,0.0005728886,0.00025473424,0.00067382597,0.002202962],"category_scores_gemma":[0.000111429625,0.00022637694,0.0003215055,0.00017438515,0.00040129432,0.00031685893,0.0004118919,0.00043342944,0.00037264818],"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":[0.00026752142,0.000080582904,0.005954299,0.00018177173,0.00006389642,0.0013616438,0.0009257812,0.12699525,0.8263799,0.0145000005,0.0012313656,0.022057863],"study_design_scores_gemma":[0.00012529735,0.0003120226,0.03395038,0.00009230199,0.00008654768,0.0018196985,0.0012046483,0.7436967,0.18240936,0.005687372,0.030456726,0.00015896058],"about_ca_topic_score_codex":0.005586295,"about_ca_topic_score_gemma":0.007230826,"teacher_disagreement_score":0.005586295,"about_ca_system_score_codex":0.000394696,"about_ca_system_score_gemma":0.00047880952,"threshold_uncertainty_score":0.011107564},"labels":[],"label_agreement":null},{"id":"W2030632567","doi":"10.1007/bf02471197","title":"Superimposing neural learning by dynamic and spatial changing weights","year":2004,"lang":"en","type":"article","venue":"Artificial Life and Robotics","topic":"Neural Networks and Applications","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Forgetting; Computer science; Artificial intelligence; Artificial neural network; Task (project management); Adaptation (eye); Core (optical fiber); Identification (biology); Connection (principal bundle); Machine learning; Mathematics","score_opus":0.011040847010787638,"score_gpt":0.2305338971273467,"score_spread":0.21949305011655906,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2030632567","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.06358865,0.00034592237,0.922199,0.00032858455,0.0003448502,0.000026442713,0.000040421422,0.0006619063,0.012464172],"genre_scores_gemma":[0.832155,0.0005432379,0.15418938,0.00017281286,0.0001361382,0.000048024885,0.000060097613,0.00022511354,0.012470252],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99974674,0.00004663063,0.000015051884,0.00006738315,0.000089867375,0.000034418703],"domain_scores_gemma":[0.99937075,0.00021252953,0.000046063094,0.00019247837,0.000110683766,0.000067472116],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00051960367,0.00052516744,0.00048234922,0.00039647502,0.00032419994,0.00097540615,0.0011355836,0.00072910194,0.0048620133],"category_scores_gemma":[0.0030989603,0.0004477915,0.0005501303,0.0008838477,0.00089120783,0.0021035112,0.0016179743,0.00085656723,0.00065128406],"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":[0.00030145785,0.000116091695,0.0009147448,0.00012325012,0.00013213127,0.00027594806,0.00021202452,0.5242014,0.051583964,0.07963475,0.0018768529,0.3406275],"study_design_scores_gemma":[0.0000133573485,0.00006348632,0.00035814277,0.00000842701,0.000029980523,0.00008431902,0.00003199376,0.95399576,0.008784083,0.034208328,0.002402527,0.00001957736],"about_ca_topic_score_codex":0.002148887,"about_ca_topic_score_gemma":0.002914856,"teacher_disagreement_score":0.0048620133,"about_ca_system_score_codex":0.00042536992,"about_ca_system_score_gemma":0.00049927825,"threshold_uncertainty_score":0.016265035},"labels":[],"label_agreement":null},{"id":"W2042105898","doi":"10.1007/s10015-009-0717-7","title":"Moving robot’s mind of autonomous decentralized FMS and mind change control","year":2009,"lang":"en","type":"article","venue":"Artificial Life and Robotics","topic":"Robot Manipulation and Learning","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université du Québec à Trois-Rivières","funders":"","keywords":"GRASP; Robot; Computer science; Interference (communication); Path (computing); Control (management); Expression (computer science); Artificial intelligence; Control engineering; Engineering","score_opus":0.03723746697574742,"score_gpt":0.2446684834509425,"score_spread":0.20743101647519507,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2042105898","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.1858156,0.00095844397,0.75077236,0.0019563353,0.00034568107,0.00003969716,0.00006317163,0.00022974439,0.059818953],"genre_scores_gemma":[0.972898,0.00010806105,0.020319235,0.00009923515,0.00007226874,0.000023507377,0.00001691667,0.000020384005,0.0064423303],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99984014,0.000047670703,0.0000045727375,0.000042352527,0.000042498177,0.00002277955],"domain_scores_gemma":[0.9996737,0.00015056707,0.000036988557,0.00004422431,0.00006163316,0.000032898584],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003241165,0.00023868983,0.0003502858,0.00020274227,0.0004090341,0.00066690566,0.000514685,0.0006160115,0.0032707122],"category_scores_gemma":[0.0013239364,0.00017614939,0.00041460313,0.00014307747,0.0012571908,0.0011008143,0.0006901911,0.0005807113,0.00020405035],"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":[0.00018782032,0.000052178508,0.0006860413,0.00010106196,0.00007130256,0.00017777874,0.00056769047,0.20171301,0.010411705,0.7452874,0.0021324726,0.03861157],"study_design_scores_gemma":[0.000032814776,0.00007181117,0.00075205194,0.000007724655,0.000019989224,0.00005757964,0.00007445328,0.6524785,0.0010391182,0.34344742,0.0019991759,0.000019372132],"about_ca_topic_score_codex":0.0017223819,"about_ca_topic_score_gemma":0.0009807168,"teacher_disagreement_score":0.0032707122,"about_ca_system_score_codex":0.0004929296,"about_ca_system_score_gemma":0.0003055991,"threshold_uncertainty_score":0.010941625},"labels":[],"label_agreement":null},{"id":"W2047419143","doi":"10.1007/s10015-010-0861-0","title":"Extraction of the Mayer wave component in blood pressure from the instantaneous phase difference between electrocardiograms and photoplethysmograms","year":2010,"lang":"en","type":"article","venue":"Artificial Life and Robotics","topic":"Non-Invasive Vital Sign Monitoring","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Institute of Aging","funders":"","keywords":"Photoplethysmogram; Blood pressure; Beat (acoustics); Cardiology; Plethysmograph; Baroreflex; Correlation; Medicine; Internal medicine; Biomedical engineering; Mathematics; Heart rate; Acoustics; Physics; Computer science; Telecommunications","score_opus":0.01839620500863193,"score_gpt":0.2312636476738986,"score_spread":0.21286744266526667,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2047419143","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.551776,0.0014485318,0.43898156,0.00024137681,0.00020306504,0.00014715313,0.0011727872,0.0019412077,0.004088307],"genre_scores_gemma":[0.80999446,0.0008631374,0.18438718,0.000053301177,0.00012438386,0.00005874065,0.0012469722,0.0001213971,0.0031503947],"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99992204,0.000011474917,0.000006551368,0.000015327381,0.000031001877,0.000013566402],"domain_scores_gemma":[0.99981695,0.00007957419,0.000019183304,0.00001310989,0.000055810066,0.000015452722],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001581888,0.0003248729,0.00024656975,0.0011259741,0.00010398363,0.00034335876,0.00018341081,0.00033252532,0.0016548258],"category_scores_gemma":[0.0008571322,0.00013736433,0.00023683635,0.00062227587,0.00007769212,0.00027832005,0.0001685182,0.00027922212,0.0009052197],"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":[0.00047239207,0.00008856502,0.006645162,0.00019229019,0.000042142812,0.00037713003,0.000059602473,0.0009569677,0.4886511,0.00056699757,0.0009644272,0.5009832],"study_design_scores_gemma":[0.00013908191,0.000712209,0.3354039,0.00009600317,0.00030331875,0.005520757,0.00019881697,0.19873895,0.44557497,0.001848804,0.011363221,0.000100039266],"about_ca_topic_score_codex":0.00039552557,"about_ca_topic_score_gemma":0.00066409976,"teacher_disagreement_score":0.0016548258,"about_ca_system_score_codex":0.000060155515,"about_ca_system_score_gemma":0.00015010154,"threshold_uncertainty_score":0.00553596},"labels":[],"label_agreement":null},{"id":"W2068310942","doi":"10.1007/s10015-005-0346-8","title":"Chemical Genetic Programming – evolutionary optimization of the genotype-to-phenotype translation set","year":2005,"lang":"en","type":"article","venue":"Artificial Life and Robotics","topic":"Evolutionary Algorithms and Applications","field":"Computer Science","cited_by":4,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Simon Fraser University","funders":"National Institute of Information and Communications Technology","keywords":"Genetic programming; Translation (biology); Computer science; Set (abstract data type); Genotype; Genetic algorithm; Phenotype; Mathematical optimization; Artificial intelligence; Genetics; Mathematics; Biology; Machine learning; Programming language; Gene","score_opus":0.02389712210003538,"score_gpt":0.2468132428227845,"score_spread":0.2229161207227491,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2068310942","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.060381893,0.00049863616,0.90487516,0.0010162898,0.00019561168,0.00009374074,0.00005154411,0.0002381374,0.0326489],"genre_scores_gemma":[0.76755756,0.00058803544,0.21323426,0.00036327986,0.00008663185,0.00028687858,0.00008306337,0.0002224157,0.017577916],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9996948,0.00011677197,0.000008141869,0.00006596019,0.00008823418,0.000026160194],"domain_scores_gemma":[0.99955386,0.00026826237,0.00005014834,0.0000489373,0.000052540177,0.00002624576],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006735849,0.00062118884,0.00070277427,0.0005300329,0.00051375123,0.0010508447,0.0010612994,0.0015064339,0.003274403],"category_scores_gemma":[0.002021121,0.0005020883,0.0005202831,0.0006212682,0.0017560868,0.001002129,0.0011691977,0.001088877,0.00049620523],"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":[0.00004185214,0.000043853976,0.00017433651,0.000058457215,0.00003289081,0.0000723621,0.000035364308,0.82921726,0.004937235,0.14435443,0.000789098,0.020242818],"study_design_scores_gemma":[0.000020086034,0.00002820651,0.00005926002,0.000006074936,0.000008154795,0.000027231768,0.000007349138,0.952108,0.00080328627,0.045972057,0.00095158955,0.000008634111],"about_ca_topic_score_codex":0.0009685524,"about_ca_topic_score_gemma":0.00089323154,"teacher_disagreement_score":0.003274403,"about_ca_system_score_codex":0.00086271216,"about_ca_system_score_gemma":0.00090327073,"threshold_uncertainty_score":0.010954022},"labels":[],"label_agreement":null},{"id":"W4313595897","doi":"10.1007/s10015-022-00849-5","title":"The swarm within the labyrinth: planar construction by a robot swarm","year":2023,"lang":"en","type":"article","venue":"Artificial Life and Robotics","topic":"Modular Robots and Swarm Intelligence","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Robot; Computer science; Swarm behaviour; Swarm robotics; Set (abstract data type); Task (project management); Planar; Simple (philosophy); Artificial intelligence; Human–computer interaction; Mobile robot; Simulation; Computer graphics (images); Engineering; Systems engineering; Programming language","score_opus":0.020993372299374296,"score_gpt":0.22345311085450026,"score_spread":0.20245973855512597,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4313595897","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.2396021,0.0008756381,0.72658515,0.0010006692,0.00025148797,0.00009914764,0.00007831825,0.00071459997,0.030792905],"genre_scores_gemma":[0.83103067,0.0006005578,0.15318775,0.00010076378,0.000058403315,0.00009915693,0.00008309861,0.00013654938,0.014702972],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9998704,0.00002996434,0.0000036643657,0.00003899457,0.0000354394,0.000021474409],"domain_scores_gemma":[0.9998746,0.000025165227,0.000018154169,0.000025983723,0.000013580386,0.000042486106],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00017279615,0.0003602727,0.00044528657,0.00043303933,0.0008036822,0.001105811,0.00076389045,0.0007150229,0.0036087343],"category_scores_gemma":[0.00047995648,0.0003758277,0.00044711935,0.00031505252,0.0016152797,0.0012240659,0.0018184859,0.0005947758,0.0007723755],"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":[0.0003325981,0.00013404497,0.0024861419,0.000319056,0.00014575373,0.0010280913,0.0016112018,0.42387405,0.10910631,0.3048084,0.00794283,0.14821154],"study_design_scores_gemma":[0.00007893278,0.0005883636,0.0014575985,0.000061519655,0.000041530282,0.0006908373,0.00075234956,0.8262011,0.014712599,0.12094518,0.034390602,0.000079401645],"about_ca_topic_score_codex":0.00075695344,"about_ca_topic_score_gemma":0.0004157519,"teacher_disagreement_score":0.0036087343,"about_ca_system_score_codex":0.00035085678,"about_ca_system_score_gemma":0.00054617156,"threshold_uncertainty_score":0.012072444},"labels":[],"label_agreement":null},{"id":"W4387895087","doi":"10.1007/s10015-023-00908-5","title":"A data grid strategy for non-prehensile object transport by a multi-robot system","year":2023,"lang":"en","type":"article","venue":"Artificial Life and Robotics","topic":"Modular Robots and Swarm Intelligence","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Robot; Computer science; Object (grammar); Grid; Distributed computing; Prehensile tail; Protocol (science); Field (mathematics); Human–computer interaction; Artificial intelligence; Simulation","score_opus":0.10218657604994195,"score_gpt":0.2939705705649544,"score_spread":0.19178399451501243,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4387895087","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.073984504,0.00015664248,0.9172812,0.00029721664,0.00008178658,0.00010064643,0.000081850725,0.0008408903,0.0071752723],"genre_scores_gemma":[0.94195664,0.00006326675,0.054600656,0.000043467047,0.00001094701,0.000077892786,0.00007556514,0.00003918907,0.0031323957],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9998203,0.000031563515,0.00001688835,0.000042456177,0.0000405753,0.000048324167],"domain_scores_gemma":[0.9997192,0.00004999928,0.000028385726,0.000055917124,0.00009619514,0.000050332783],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003431351,0.0004902511,0.00080272206,0.00062620256,0.0010745431,0.0009177419,0.0011880436,0.0006153774,0.0035563444],"category_scores_gemma":[0.0005212483,0.00020234002,0.0004186476,0.0005843689,0.00045208825,0.0010924585,0.0015269346,0.00035308176,0.00054894446],"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":[0.0007195284,0.00028504987,0.0020730374,0.00019786957,0.0000887556,0.000488221,0.00033374477,0.7476054,0.026189761,0.037755538,0.0053001526,0.17896296],"study_design_scores_gemma":[0.00001475185,0.00005765974,0.0001639326,0.0000038861817,0.000008345016,0.000028263179,0.000050846756,0.9940381,0.0015439718,0.0033038626,0.00077935285,0.00000700104],"about_ca_topic_score_codex":0.00710443,"about_ca_topic_score_gemma":0.005380927,"teacher_disagreement_score":0.00710443,"about_ca_system_score_codex":0.00062371755,"about_ca_system_score_gemma":0.0007820343,"threshold_uncertainty_score":0.014126122},"labels":[],"label_agreement":null},{"id":"W4414431462","doi":"10.1007/s10015-025-01049-7","title":"Centralization vs. decentralization in multi-robot sweep coverage with ground robots and UAVs","year":2025,"lang":"en","type":"article","venue":"Artificial Life and Robotics","topic":"Robotic Path Planning Algorithms","field":"Computer Science","cited_by":10,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Decentralization; Decentralised system; Task (project management); Robot; Scalability; Control (management); Fault tolerance","score_opus":0.023965389200177916,"score_gpt":0.2625274812271466,"score_spread":0.23856209202696868,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4414431462","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.261714,0.0009293197,0.7326877,0.00035614322,0.00005073049,0.0000627944,0.000059197613,0.000303562,0.0038365454],"genre_scores_gemma":[0.9842678,0.00011177576,0.014671854,0.000027204595,0.000019930942,0.00003130543,0.000023033961,0.000028223361,0.0008188998],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99930024,0.00026985063,0.000023806979,0.0001503619,0.00008481451,0.0001708855],"domain_scores_gemma":[0.99654704,0.0021162245,0.00046177168,0.00035593327,0.0002662321,0.00025279218],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001461556,0.00044301676,0.0010532863,0.00039557405,0.0005258329,0.00079352834,0.00087364484,0.00056993286,0.0011949843],"category_scores_gemma":[0.005136474,0.00041936338,0.00040693485,0.00057705847,0.0011018667,0.0018645879,0.0016108518,0.0009059026,0.00015269799],"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":[0.00070704654,0.00008345353,0.0019632252,0.000110142595,0.000059164948,0.000073269046,0.00018477827,0.9279725,0.004654456,0.018939253,0.0008685196,0.044384167],"study_design_scores_gemma":[0.000029693523,0.00014316183,0.0009260662,0.000008899752,0.000019154984,0.000032549564,0.00007529989,0.98744524,0.0012612379,0.00972184,0.00032862957,0.0000082706065],"about_ca_topic_score_codex":0.0022077553,"about_ca_topic_score_gemma":0.0023226375,"teacher_disagreement_score":0.0022077553,"about_ca_system_score_codex":0.0005834108,"about_ca_system_score_gemma":0.000692187,"threshold_uncertainty_score":0.0077295303},"labels":[],"label_agreement":null}]}