{"meta":{"query_hash":"87154eeecfe6","filters":{"venue":"Mechanical engineering series"},"cohort_total":32,"direct_labels_cover":0,"predictions_cover":32,"exported":32,"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/87154eeecfe6","api":"https://metacan.xera.ac/api/v1/cohort?venue=Mechanical+engineering+series"},"results":[{"id":"W136614614","doi":"10.1007/978-1-4419-1027-1_2","title":"Time Response of First- and Second-order Dynamical Systems","year":2011,"lang":"en","type":"book-chapter","venue":"Mechanical engineering series","topic":"Advanced Thermodynamics and Statistical Mechanics","field":"Physics and Astronomy","cited_by":3,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McGill University","funders":"","keywords":"Ode; Nonlinear system; Computer science; Control theory (sociology); Applied mathematics; State (computer science); Mathematics; Physics; Algorithm; Artificial intelligence","score_opus":0.005500240819329379,"score_gpt":0.18327873857467147,"score_spread":0.1777784977553421,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W136614614","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":[0.003977797,0.00060548144,0.94486034,0.00006871483,0.0010632501,0.00092255947,0.002847662,0.0002614019,0.045392808],"genre_scores_gemma":[0.57339257,0.00007747267,0.020069212,0.00001777714,0.00044367256,0.000096896445,0.0002653159,0.0005825912,0.40505448],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99880743,0.000014082943,0.0004272813,0.0003412206,0.0001564279,0.0002535822],"domain_scores_gemma":[0.99907225,0.00022881874,0.00014532237,0.0003202528,0.0000901255,0.00014321544],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00015236596,0.00038461282,0.0006463953,0.00007288115,0.000044157874,0.00002073633,0.00016237682,0.00022801939,0.0011741789],"category_scores_gemma":[0.000035017554,0.0003787534,0.00010062161,0.000028396918,0.00006461683,0.00006744514,0.00014596632,0.00035736652,0.000025933337],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00016205187,0.000014203695,2.598296e-7,0.00012762366,0.00012408457,0.00000680087,0.000026246367,0.00029579835,0.00092214247,0.99792373,0.000012662273,0.0003844005],"study_design_scores_gemma":[0.0009700015,0.001066578,0.0000147996425,0.0011453538,0.00030126236,0.000035531953,0.00004306831,0.42342705,0.0007776996,0.49415642,0.076008014,0.0020542364],"about_ca_topic_score_codex":0.0000062895506,"about_ca_topic_score_gemma":0.0000014010508,"teacher_disagreement_score":0.9247911,"about_ca_system_score_codex":0.000028456985,"about_ca_system_score_gemma":0.000026131635,"threshold_uncertainty_score":0.9998664},"labels":[],"label_agreement":null},{"id":"W138217371","doi":"10.1007/978-1-4612-1250-8_10","title":"Tangentially Fired Burners","year":2000,"lang":"en","type":"book-chapter","venue":"Mechanical engineering series","topic":"Mineral Processing and Grinding","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Technical University of Nova Scotia","funders":"","keywords":"Pulverized coal-fired boiler; Combustion; Engineering; Mechanical engineering; Coal; Waste management; Chemistry","score_opus":0.008122027738146069,"score_gpt":0.17134051341898357,"score_spread":0.1632184856808375,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W138217371","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0011264522,0.0065101474,0.007986698,0.0001764366,0.0042140703,0.00050089275,0.00015829345,0.0071242,0.97220284],"genre_scores_gemma":[0.080757484,0.00321777,0.008059544,0.00010575138,0.002578995,0.00007073671,0.0002941219,0.0012283502,0.90368724],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.9985027,0.0000029097766,0.0004168273,0.0003488793,0.00028401872,0.00044468878],"domain_scores_gemma":[0.99938554,0.00002733669,0.00003904897,0.00034247115,0.000025564377,0.00018001613],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00008154324,0.00058987,0.00053663034,0.0001694401,0.00006336875,0.00009852064,0.00028662945,0.00053656346,0.0013337652],"category_scores_gemma":[0.000017277667,0.000634322,0.00020010522,0.00005505847,0.000026150921,0.00015949203,0.00004653992,0.0006594644,0.00027824135],"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":[0.00007728186,0.00002223446,2.6015698e-7,0.0020849921,0.0009337054,0.0004681451,0.00028441104,0.53516823,0.0156136835,0.39055896,0.0144749405,0.040313162],"study_design_scores_gemma":[0.000254185,0.00008454553,0.0000011331971,0.0007784289,0.0001279135,0.00009009629,0.0000041292656,0.034033913,0.002194837,0.0076085925,0.953387,0.0014352205],"about_ca_topic_score_codex":0.0000023893786,"about_ca_topic_score_gemma":0.00000416516,"teacher_disagreement_score":0.9389121,"about_ca_system_score_codex":0.000100497025,"about_ca_system_score_gemma":0.000021206497,"threshold_uncertainty_score":0.9996108},"labels":[],"label_agreement":null},{"id":"W1483141814","doi":"10.1007/978-3-319-01851-5_12","title":"Dynamics of Complex Robotic Mechanical Systems","year":2013,"lang":"en","type":"book-chapter","venue":"Mechanical engineering series","topic":"Robotic Mechanisms and Dynamics","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":"McGill University","funders":"","keywords":"Decoupling (probability); Kinematics; Computer science; Serial manipulator; Dynamics (music); Object (grammar); Class (philosophy); Control theory (sociology); Robot; Control engineering; Topology (electrical circuits); Artificial intelligence; Engineering; Parallel manipulator; Physics; Classical mechanics; Control (management)","score_opus":0.01328259013562707,"score_gpt":0.18191388295006097,"score_spread":0.1686312928144339,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1483141814","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000019677052,0.0005832286,0.9540922,0.00009115251,0.0034029726,0.0008347903,0.0001729726,0.0014286472,0.03937437],"genre_scores_gemma":[0.058493853,0.0032593936,0.4816464,0.000097285905,0.002104002,0.000418732,0.002038028,0.0036534555,0.44828886],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9970817,0.000012218331,0.0011817432,0.0005085295,0.00058011775,0.0006356945],"domain_scores_gemma":[0.99833417,0.00012783326,0.00018194315,0.0008865231,0.00015290125,0.00031660558],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00019147167,0.00092329644,0.0015810427,0.00025461064,0.000049353526,0.00009120571,0.0006011129,0.0010325294,0.0007370277],"category_scores_gemma":[0.000051340383,0.0009620558,0.0003700638,0.000087794244,0.00005313124,0.00018011846,0.0002029569,0.0008608318,0.00020080866],"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":[0.0000041223507,0.0000071377785,1.7223913e-8,0.00065317453,0.00015163988,0.000013966966,0.0000053974354,0.41400534,0.0009709522,0.583704,0.00023866427,0.000245616],"study_design_scores_gemma":[0.00021083493,0.00017691196,8.381296e-7,0.00054236926,0.00015850998,0.00008972307,0.000014081107,0.97252345,0.00014687201,0.021372572,0.0038324674,0.00093134295],"about_ca_topic_score_codex":0.00001620629,"about_ca_topic_score_gemma":0.000012758734,"teacher_disagreement_score":0.56233144,"about_ca_system_score_codex":0.000312175,"about_ca_system_score_gemma":0.000037401733,"threshold_uncertainty_score":0.999283},"labels":[],"label_agreement":null},{"id":"W1556784857","doi":"10.1007/978-3-319-01851-5_1","title":"An Overview of Robotic Mechanical Systems","year":2013,"lang":"en","type":"book-chapter","venue":"Mechanical engineering series","topic":"Robotic Mechanisms and Dynamics","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McGill University","funders":"","keywords":"Mechanical system; Subclass; Scope (computer science); Class (philosophy); Subject (documents); Computer science; Engineering; Artificial intelligence; Medicine; Programming language; World Wide Web","score_opus":0.02407619906071607,"score_gpt":0.21522593239117613,"score_spread":0.19114973333046006,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1556784857","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00006480785,0.009255366,0.9582882,0.0000409656,0.0068233605,0.001383837,0.00014152951,0.002645902,0.021356024],"genre_scores_gemma":[0.065586045,0.03021057,0.6029886,0.00019303952,0.0045637223,0.0008233006,0.0012318033,0.0059652445,0.2884377],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.997315,0.000016034835,0.0010480308,0.0005187279,0.00054130785,0.00056091655],"domain_scores_gemma":[0.99820083,0.000084441315,0.00015003365,0.001063062,0.0001282507,0.00037339417],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00023136691,0.00084811787,0.0014544802,0.00021674596,0.00004018583,0.0000972261,0.00060788804,0.0009850549,0.0006363241],"category_scores_gemma":[0.00003694615,0.00085830246,0.00031614612,0.00007949661,0.0000330268,0.00030521397,0.00011643217,0.00074356823,0.00017509471],"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":[0.0000032717255,0.000009476195,1.1774616e-8,0.00088582124,0.000108644024,0.000013036552,0.00000763519,0.41049886,0.002492006,0.5855716,0.00010075234,0.00030892034],"study_design_scores_gemma":[0.00022335481,0.00038546493,9.881545e-7,0.0011766523,0.00020882797,0.000091865004,0.00001226358,0.9682505,0.0006992976,0.019580292,0.008203642,0.001166811],"about_ca_topic_score_codex":0.000014538918,"about_ca_topic_score_gemma":0.000004294458,"teacher_disagreement_score":0.5659913,"about_ca_system_score_codex":0.0001428715,"about_ca_system_score_gemma":0.000037488713,"threshold_uncertainty_score":0.9993868},"labels":[],"label_agreement":null},{"id":"W1581563679","doi":"10.1007/978-3-319-01851-5_11","title":"Trajectory Planning: Continuous-Path Operations","year":2013,"lang":"en","type":"book-chapter","venue":"Mechanical engineering series","topic":"Advanced Numerical Analysis Techniques","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":"McGill University","funders":"","keywords":"Trajectory; Path (computing); Twist; Motion planning; Computer science; Control theory (sociology); Mathematics; Artificial intelligence; Geometry; Control (management); Physics; Robot","score_opus":0.008961614084109129,"score_gpt":0.20383534222131344,"score_spread":0.19487372813720433,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1581563679","genre_codex":"methods","genre_gemma":"other","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":[0.00019778065,0.0034138635,0.808566,0.00015953855,0.0011782658,0.0009515155,0.00011894922,0.010810679,0.1746034],"genre_scores_gemma":[0.054786045,0.0020148163,0.28278086,0.0002449632,0.0019050743,0.000830661,0.0005295318,0.0019456737,0.65496236],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.9982969,0.0000057981742,0.0005683706,0.00041511605,0.0002843427,0.00042946136],"domain_scores_gemma":[0.9991013,0.000059327962,0.000042545664,0.0005140282,0.000077327706,0.00020548025],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00006947823,0.0006787613,0.0008499311,0.0002054649,0.000064121334,0.00008169937,0.0003427808,0.0005303491,0.001027322],"category_scores_gemma":[0.000051270035,0.0006928309,0.00026267898,0.000075298376,0.0000441856,0.00028950823,0.00008321821,0.00085581467,0.0002665083],"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":[0.000012613652,0.000027794264,4.3524497e-7,0.0004304413,0.0007331694,0.00011907972,0.000121703284,0.53508186,0.03123009,0.4174408,0.009345299,0.0054566874],"study_design_scores_gemma":[0.00027373154,0.00030578324,0.000005145055,0.0007841132,0.0002936103,0.00006980376,0.000019626877,0.18105213,0.020033982,0.01280961,0.7816016,0.002750842],"about_ca_topic_score_codex":0.0000037821824,"about_ca_topic_score_gemma":0.000001817908,"teacher_disagreement_score":0.7722563,"about_ca_system_score_codex":0.00015189161,"about_ca_system_score_gemma":0.000016331931,"threshold_uncertainty_score":0.99988586},"labels":[],"label_agreement":null},{"id":"W2494245654","doi":"10.1007/978-1-4419-1027-1","title":"Dynamic Response of Linear Mechanical Systems","year":2011,"lang":"en","type":"book","venue":"Mechanical engineering series","topic":"Mechanical Engineering and Vibrations Research","field":"Engineering","cited_by":29,"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":"Mechanical system; Variety (cybernetics); Response analysis; Linear system; Vibration; Computer science; Structural engineering; Mechanical engineering; Engineering; Mathematics; Physics; Acoustics; Mathematical analysis; Artificial intelligence","score_opus":0.015603027785913695,"score_gpt":0.22678523331473655,"score_spread":0.21118220552882286,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2494245654","genre_codex":"methods","genre_gemma":"other","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":[0.002522352,0.007867409,0.94010746,0.000103179584,0.010392624,0.0030350834,0.0012427309,0.008919936,0.02580923],"genre_scores_gemma":[0.28011575,0.0036342905,0.060135975,0.00003388964,0.0013274559,0.0010526475,0.0007955209,0.0031432812,0.6497612],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99648297,0.00008310185,0.0012391262,0.0005991327,0.0007646875,0.00083097187],"domain_scores_gemma":[0.99763405,0.00043913862,0.000116968,0.0011830786,0.00019416386,0.0004325921],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00090384966,0.0008498001,0.0013698165,0.00058294483,0.000067185356,0.000053198426,0.0008799703,0.0012819228,0.00026250686],"category_scores_gemma":[0.00052165944,0.0009073048,0.00040288473,0.0003588585,0.00006426127,0.00020938217,0.00023594132,0.00154233,0.00018702056],"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":[0.0010097354,0.00017286108,8.446564e-8,0.0077250595,0.0014639137,0.00023879121,0.00020308963,0.5353011,0.14683315,0.29883382,0.0068083443,0.0014100528],"study_design_scores_gemma":[0.00043889313,0.0006214469,0.0000024156086,0.0011062796,0.0001294691,0.0000956497,0.000015744165,0.9084808,0.017107563,0.0010830704,0.06967823,0.0012404302],"about_ca_topic_score_codex":0.0000060164225,"about_ca_topic_score_gemma":0.0000023427933,"teacher_disagreement_score":0.8799715,"about_ca_system_score_codex":0.00038361942,"about_ca_system_score_gemma":0.00022279716,"threshold_uncertainty_score":0.99933773},"labels":[],"label_agreement":null},{"id":"W254752726","doi":"10.1007/978-1-4612-1250-8_2","title":"General Design Considerations","year":2000,"lang":"en","type":"book-chapter","venue":"Mechanical engineering series","topic":"Advanced Power Generation Technologies","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":"Technical University of Nova Scotia","funders":"","keywords":"Computer science","score_opus":0.017089277616852167,"score_gpt":0.1958380680246975,"score_spread":0.17874879040784533,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W254752726","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000030328214,0.0031128775,0.8626698,0.00027770415,0.002176028,0.0007856439,0.00015524992,0.011965014,0.11882736],"genre_scores_gemma":[0.011884668,0.0058900467,0.61408526,0.00024026925,0.0013828243,0.00036826037,0.00023189177,0.0012565958,0.36466017],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9986748,0.0000051076795,0.00043739268,0.00033217404,0.00020453647,0.00034597417],"domain_scores_gemma":[0.99923766,0.000083708655,0.00003565308,0.00050644344,0.000041097705,0.000095465264],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000060723058,0.0005487259,0.00047156913,0.00019843766,0.00007493581,0.00007406986,0.00018533783,0.0005971658,0.0015248449],"category_scores_gemma":[0.00005419891,0.0006221605,0.00012526373,0.000041925166,0.000045202025,0.0001973934,0.00004811359,0.0006095634,0.00026239047],"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":[0.0000029868218,0.0000018846538,4.948424e-9,0.00002748967,0.0000668763,0.000030144316,0.000011618663,0.46245173,0.0030172938,0.52997243,0.0032756727,0.0011418787],"study_design_scores_gemma":[0.00024150038,0.00013904873,3.5427266e-7,0.00014478073,0.00008029398,0.00016030257,0.000003567655,0.08531951,0.070437536,0.24021775,0.60169953,0.0015558276],"about_ca_topic_score_codex":4.3752664e-7,"about_ca_topic_score_gemma":0.0000024937767,"teacher_disagreement_score":0.59842384,"about_ca_system_score_codex":0.00012104021,"about_ca_system_score_gemma":0.000031243297,"threshold_uncertainty_score":0.999623},"labels":[],"label_agreement":null},{"id":"W2782564553","doi":"10.1007/978-3-319-72290-0_2","title":"Process and Process Variables","year":2018,"lang":"en","type":"book-chapter","venue":"Mechanical engineering series","topic":"Process Optimization and Integration","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":"University of Waterloo","funders":"","keywords":"Process (computing); Process engineering; Computer science; Engineering","score_opus":0.006171388170075087,"score_gpt":0.19293533560161238,"score_spread":0.1867639474315373,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2782564553","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0011342339,0.00548323,0.44203258,0.00030947136,0.0037448655,0.0016456917,0.00025739425,0.00987281,0.5355197],"genre_scores_gemma":[0.3313004,0.009873109,0.042876232,0.0005641354,0.005289657,0.0008555468,0.0011702003,0.0031856848,0.60488504],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9989287,0.0000018782536,0.00031074826,0.00029638238,0.00020189455,0.00026039797],"domain_scores_gemma":[0.99947083,0.000019407753,0.000045315766,0.00018593362,0.00015104066,0.000127445],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00008402524,0.000418362,0.0003653503,0.00012987439,0.000050943094,0.0000843114,0.00016665831,0.00042102626,0.00060182606],"category_scores_gemma":[0.00007103488,0.0004180012,0.000044550674,0.00005750027,0.000039572173,0.00033425065,0.000028463395,0.00033812638,0.000040554867],"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":[0.000076744385,0.00002935136,9.92118e-7,0.007317089,0.0005187823,0.000026657728,0.0012387143,0.20307007,0.0020819197,0.77858824,0.0037071148,0.0033443097],"study_design_scores_gemma":[0.000530895,0.00033965113,0.0000018656069,0.0017757511,0.00019837303,0.0001347525,0.00008891297,0.71600646,0.026249444,0.07053608,0.18170582,0.0024319757],"about_ca_topic_score_codex":3.0866462e-7,"about_ca_topic_score_gemma":0.000002265714,"teacher_disagreement_score":0.70805216,"about_ca_system_score_codex":0.000043816737,"about_ca_system_score_gemma":0.00003216655,"threshold_uncertainty_score":0.9998272},"labels":[],"label_agreement":null},{"id":"W2782690214","doi":"10.1007/978-3-319-72290-0_6","title":"Simultaneous Mass and Energy Balances","year":2018,"lang":"en","type":"book-chapter","venue":"Mechanical engineering series","topic":"Experimental and Theoretical Physics Studies","field":"Physics and Astronomy","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":"University of Waterloo","funders":"","keywords":"Energy balance; Work (physics); Energy (signal processing); Psychrometrics; Balance (ability); Material balance; Focus (optics); Mechanics; Process engineering; Thermodynamics; Mechanical engineering; Mathematics; Engineering; Physics; Statistics","score_opus":0.0034201356378226002,"score_gpt":0.17978317230990506,"score_spread":0.17636303667208247,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2782690214","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00007869932,0.0007847891,0.017558327,0.000084932006,0.000561272,0.00007601423,0.00012022433,0.00016992968,0.9805658],"genre_scores_gemma":[0.6873481,0.00011659492,0.0018437544,0.000051769504,0.0018158153,0.000031031395,0.000065597866,0.00013666686,0.30859062],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99916166,0.0000033650417,0.00018118946,0.00030127616,0.00012959959,0.00022291418],"domain_scores_gemma":[0.9995664,0.000092466216,0.00004883615,0.00016457768,0.00003393617,0.00009380406],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000025976822,0.0003417588,0.00037957204,0.000024529729,0.000075084274,0.00003922938,0.000111951376,0.000092326365,0.0007663538],"category_scores_gemma":[0.0000049819196,0.00030356634,0.00009630208,0.00001420289,0.00013757331,0.0000554254,0.00014761397,0.00016231627,0.00003936592],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000011982658,0.000007137591,4.059153e-7,0.000019914136,0.00013889953,0.0000049655023,0.000029800873,0.000024627298,0.0010458761,0.9978185,0.00009241036,0.00080544286],"study_design_scores_gemma":[0.00009919159,0.0001389361,7.390437e-8,0.00009669942,0.000039863527,0.0000015019701,0.000025551013,0.0010036549,0.0049746106,0.9075936,0.085631125,0.00039517367],"about_ca_topic_score_codex":0.000007379241,"about_ca_topic_score_gemma":4.844333e-7,"teacher_disagreement_score":0.68726945,"about_ca_system_score_codex":0.00001376971,"about_ca_system_score_gemma":0.000007326681,"threshold_uncertainty_score":0.99994165},"labels":[],"label_agreement":null},{"id":"W2783113839","doi":"10.1007/978-3-319-72290-0_1","title":"Introduction and Basic Concepts","year":2018,"lang":"en","type":"book-chapter","venue":"Mechanical engineering series","topic":"Heat Transfer and Numerical Methods","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":"University of Waterloo","funders":"","keywords":"Extrapolation; Interpolation (computer graphics); Unit (ring theory); Applied mathematics; Nonlinear system; Algebra over a field; Computer science; Calculus (dental); Mathematics; Mathematical analysis; Pure mathematics; Physics; Mathematics education; Artificial intelligence","score_opus":0.010650822461888748,"score_gpt":0.22371112598026616,"score_spread":0.2130603035183774,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2783113839","genre_codex":"methods","genre_gemma":"other","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":[0.0020143036,0.0067103887,0.82161194,0.0014983796,0.01650316,0.0012840084,0.00021145983,0.008028376,0.142138],"genre_scores_gemma":[0.08202439,0.014955891,0.24988331,0.0005595395,0.045438897,0.00036291764,0.00041191478,0.0038157739,0.60254735],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99888676,0.000008504104,0.00030359862,0.00034617906,0.00016277106,0.0002921992],"domain_scores_gemma":[0.9994283,0.00006380525,0.000011409799,0.00027899738,0.000040122013,0.00017741646],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00015024205,0.00041834282,0.00049249287,0.000094426294,0.000037061713,0.000038387327,0.00011139668,0.00040581005,0.0012584114],"category_scores_gemma":[0.00005494577,0.00043161004,0.00009214444,0.000041722145,0.00006961931,0.00012606499,0.000035114666,0.0004911366,0.00011189058],"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":[0.00010962951,0.00002117659,5.768775e-7,0.002572927,0.0008040463,0.00007922431,0.0005223866,0.0039298832,0.04941193,0.84951526,0.019904388,0.073128596],"study_design_scores_gemma":[0.00017272742,0.00023076267,0.0000058403953,0.00014384404,0.00008290673,0.00007292339,0.0000053889403,0.005528249,0.012209804,0.006976547,0.9738442,0.0007268475],"about_ca_topic_score_codex":7.7440154e-7,"about_ca_topic_score_gemma":0.000001108767,"teacher_disagreement_score":0.9539398,"about_ca_system_score_codex":0.000056070858,"about_ca_system_score_gemma":0.000008647032,"threshold_uncertainty_score":0.99981356},"labels":[],"label_agreement":null},{"id":"W2783580314","doi":"10.1007/978-3-319-72290-0_7","title":"Mass and Energy Balances for Systems with Nanoparticles","year":2018,"lang":"en","type":"book-chapter","venue":"Mechanical engineering series","topic":"Carbon Nanotubes in Composites","field":"Materials 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 Waterloo","funders":"","keywords":"Steam engine; Electricity; Engineering; Nanotechnology; Materials science; Mechanical engineering; Electrical engineering","score_opus":0.007263480723725111,"score_gpt":0.18105610606629052,"score_spread":0.1737926253425654,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2783580314","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":[0.12656695,0.065833,0.6462172,0.00212473,0.044587452,0.0063817925,0.0036069606,0.011270702,0.09341118],"genre_scores_gemma":[0.5245186,0.0009620097,0.10388434,0.00018132653,0.004327085,0.0008779078,0.00009084513,0.00088662776,0.36427122],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9988158,0.0000064328046,0.00026251565,0.0004142473,0.00022061521,0.00028043124],"domain_scores_gemma":[0.9992722,0.00016562777,0.00008961755,0.00029375503,0.00008469484,0.00009409386],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001512293,0.00031771138,0.0004512574,0.000055709912,0.00006287689,0.00016616863,0.00019883375,0.00019310122,0.00007491397],"category_scores_gemma":[0.000027066879,0.000260459,0.000048292928,0.000019809291,0.00010228874,0.0001223002,0.00008875652,0.00007302589,0.000009687311],"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":[0.000092854876,0.000003146598,2.557988e-7,0.00023821012,0.000033020846,0.000008832059,0.000017636095,0.00039402745,0.52200025,0.47700247,0.00013724349,0.000072087656],"study_design_scores_gemma":[0.00052454654,0.0013463342,6.411534e-7,0.0011405806,0.00017159384,0.00016960825,0.000018442346,0.013502225,0.67970747,0.014342867,0.28791597,0.0011597304],"about_ca_topic_score_codex":0.00000793267,"about_ca_topic_score_gemma":0.000008138783,"teacher_disagreement_score":0.5423329,"about_ca_system_score_codex":0.000038836824,"about_ca_system_score_gemma":0.00002415026,"threshold_uncertainty_score":0.99998474},"labels":[],"label_agreement":null},{"id":"W2783636157","doi":"10.1007/978-3-319-72290-0_4","title":"Basic Fluid Properties","year":2018,"lang":"en","type":"book-chapter","venue":"Mechanical engineering series","topic":"Fluid dynamics and aerodynamics studies","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":"University of Waterloo","funders":"","keywords":"Boiling point; Boiling; Thermodynamics; Vapor pressure; Saturation (graph theory); Phase equilibrium; Materials science; Statistical physics; Mechanics; Chemistry; Phase (matter); Physics; Mathematics","score_opus":0.00886667570019518,"score_gpt":0.1576439622120244,"score_spread":0.14877728651182923,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2783636157","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.010849065,0.030717727,0.061592072,0.0010465828,0.02633781,0.00306321,0.0010424369,0.020298759,0.84505236],"genre_scores_gemma":[0.07654138,0.007947545,0.008177907,0.00017120471,0.0028778075,0.00021822743,0.00021758571,0.0019754767,0.9018729],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9983493,0.0000031228121,0.00045794973,0.00040471577,0.00029681687,0.00048811114],"domain_scores_gemma":[0.9991993,0.000025673357,0.00003637773,0.0005121683,0.00009684536,0.00012964783],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00010717801,0.0007187893,0.0006725137,0.00015277682,0.00008782258,0.000081600745,0.0003337339,0.000445224,0.0003438359],"category_scores_gemma":[0.00003871017,0.00069212326,0.00021672403,0.000047082,0.000084446445,0.00013741167,0.00019327506,0.00049375166,0.00037153752],"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":[0.000037548805,0.00001917752,3.4241492e-7,0.0015861453,0.0011121904,0.00009265675,0.00028833526,0.051774878,0.0337901,0.89669293,0.013246559,0.001359111],"study_design_scores_gemma":[0.0002879783,0.00028165051,0.0000037589684,0.001050255,0.00015759525,0.000064446736,0.000018459115,0.4430097,0.0029977714,0.010074893,0.5398787,0.002174753],"about_ca_topic_score_codex":0.0000019044452,"about_ca_topic_score_gemma":0.000022099213,"teacher_disagreement_score":0.8866181,"about_ca_system_score_codex":0.00016249184,"about_ca_system_score_gemma":0.00002057052,"threshold_uncertainty_score":0.99955297},"labels":[],"label_agreement":null},{"id":"W2783731444","doi":"10.1007/978-3-319-72290-0","title":"Mass and Energy Balances","year":2018,"lang":"en","type":"book","venue":"Mechanical engineering series","topic":"Advanced Mathematical Theories and Applications","field":"Physics and Astronomy","cited_by":2,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Energy (signal processing); Mathematics; Statistics","score_opus":0.003907983251547226,"score_gpt":0.19440532223954754,"score_spread":0.1904973389880003,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2783731444","genre_codex":"methods","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00000818236,0.00014891748,0.7703129,0.000091063885,0.00018515978,0.00006510194,0.00008924136,0.00013335962,0.22896607],"genre_scores_gemma":[0.003382709,0.000063842635,0.040434644,0.00003833584,0.0018151959,0.00014557457,0.00011808441,0.000109805,0.9538918],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9993259,0.0000035716403,0.00017314765,0.00022787046,0.00008678164,0.00018273455],"domain_scores_gemma":[0.9995383,0.00008280612,0.000054692446,0.00021270303,0.000027094298,0.00008439202],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000040157232,0.00021942284,0.00028897997,0.000020747242,0.000058630263,0.000036114587,0.00011972065,0.00008585825,0.00036992173],"category_scores_gemma":[0.000008007292,0.00019805164,0.000061727194,0.000032621756,0.00005761589,0.000065347194,0.000075168646,0.00013508598,0.000021397987],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000021802077,0.000006616938,1.1405783e-7,0.000033867367,0.00003464459,3.6291783e-7,0.00000588191,0.000016769909,0.00015730436,0.99711204,0.0013466176,0.0012835755],"study_design_scores_gemma":[0.00003689999,0.000028946106,8.1206075e-8,0.0000511424,0.000017056984,7.606194e-7,0.0000067820747,0.0004898091,0.0005763096,0.57915425,0.41948068,0.00015727158],"about_ca_topic_score_codex":0.0000012809508,"about_ca_topic_score_gemma":1.8350849e-7,"teacher_disagreement_score":0.72987825,"about_ca_system_score_codex":0.000013994686,"about_ca_system_score_gemma":0.000020863015,"threshold_uncertainty_score":0.80763113},"labels":[],"label_agreement":null},{"id":"W346164410","doi":"10.1007/978-1-4612-1250-8_9","title":"Design of Novel Burners","year":2000,"lang":"en","type":"book-chapter","venue":"Mechanical engineering series","topic":"Radiative Heat Transfer Studies","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":"Technical University of Nova Scotia","funders":"","keywords":"Combustor; Pulverized coal-fired boiler; Boiler (water heating); Coal; Engineering; Computer science; Process engineering; Waste management; Combustion; Chemistry","score_opus":0.021377505589979903,"score_gpt":0.19276937545359885,"score_spread":0.17139186986361893,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W346164410","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00005948564,0.006063873,0.84396744,0.000071388364,0.0014977583,0.0008656115,0.00023274001,0.002097143,0.14514454],"genre_scores_gemma":[0.2599017,0.08029978,0.3370031,0.00022827418,0.0035622856,0.0008926714,0.0003453412,0.0065581826,0.31120867],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.9986211,0.000003942587,0.00049001916,0.0002787415,0.00026817195,0.00033802184],"domain_scores_gemma":[0.9993938,0.00011189045,0.000024095154,0.00033165328,0.00003982378,0.000098710654],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000092631555,0.0005645131,0.00077957864,0.00018248535,0.000027985618,0.0000147442315,0.00024258764,0.0003784821,0.00025607695],"category_scores_gemma":[0.000016532338,0.00060320087,0.00017047154,0.00005780784,0.000055712193,0.0001066123,0.000026700362,0.0004641024,0.000034429362],"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":[0.000038951763,0.000016298038,5.955471e-8,0.0005518923,0.0006631051,0.000022503833,0.00017942784,0.73454803,0.013796648,0.24823353,0.00035240242,0.0015971735],"study_design_scores_gemma":[0.0031234683,0.0013923884,0.000020895162,0.0036567762,0.0010290621,0.00018536771,0.000042664025,0.38909996,0.08172044,0.013667725,0.49940577,0.0066554802],"about_ca_topic_score_codex":0.0000018089811,"about_ca_topic_score_gemma":0.0000012144786,"teacher_disagreement_score":0.5069644,"about_ca_system_score_codex":0.00009037778,"about_ca_system_score_gemma":0.000020665795,"threshold_uncertainty_score":0.99964195},"labels":[],"label_agreement":null},{"id":"W4231874869","doi":"10.1007/978-3-319-72290-0_5","title":"Energy Balance","year":2018,"lang":"en","type":"book-chapter","venue":"Mechanical engineering series","topic":"Hybrid Renewable Energy Systems","field":"Energy","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 Waterloo","funders":"","keywords":"Electricity; Work (physics); Fossil fuel; Waste management; Coal; Engineering; Energy carrier; Environmental science; Business; Natural resource economics; Electrical engineering; Mechanical engineering; Economics","score_opus":0.007845067989105678,"score_gpt":0.17683687881369434,"score_spread":0.16899181082458867,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4231874869","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000047321297,0.0016708269,0.025621578,0.00015197093,0.006956875,0.00016253628,0.000070279755,0.0022383747,0.9630802],"genre_scores_gemma":[0.008192085,0.00028121524,0.0018119622,0.00011035096,0.003229374,0.000052954223,0.00012068108,0.0004534086,0.985748],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9975226,0.000017112578,0.00063922786,0.0007273211,0.0004952673,0.0005984955],"domain_scores_gemma":[0.9983989,0.000076951605,0.0001780003,0.0009694357,0.00011892466,0.00025777772],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00015797802,0.0007671244,0.0008922092,0.00018767375,0.00007557944,0.000076314056,0.00056372496,0.00075582706,0.0031775471],"category_scores_gemma":[0.000068054,0.0007731133,0.00029720066,0.00006691183,0.000071466835,0.00015348938,0.00022608797,0.00036366854,0.00066166115],"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":[0.00002079809,0.000006555222,5.262267e-8,0.00009255632,0.00019557422,0.00010450255,0.000015191459,0.0069800327,0.0019744693,0.984639,0.0048645698,0.001106703],"study_design_scores_gemma":[0.00016638932,0.00012708044,1.7442227e-7,0.00037962507,0.000045146982,0.000110836314,0.0000028005866,0.005238273,0.008996277,0.015182611,0.96892244,0.0008283701],"about_ca_topic_score_codex":0.00025879857,"about_ca_topic_score_gemma":0.0002689664,"teacher_disagreement_score":0.9694564,"about_ca_system_score_codex":0.00020163454,"about_ca_system_score_gemma":0.00006973025,"threshold_uncertainty_score":0.99947196},"labels":[],"label_agreement":null},{"id":"W4241956870","doi":"10.1007/978-3-319-72290-0_3","title":"Mass Balance","year":2018,"lang":"en","type":"book-chapter","venue":"Mechanical engineering series","topic":"Geophysics and Gravity Measurements","field":"Earth and Planetary Sciences","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 Waterloo","funders":"","keywords":"Balance (ability); Energy balance; Nuclear matter; Conservation of energy; Energy (signal processing); Physics; Nuclear physics; Environmental science; Thermodynamics; Quantum mechanics; Nucleon","score_opus":0.013190811569274692,"score_gpt":0.16996765883279535,"score_spread":0.15677684726352067,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4241956870","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0019029059,0.0016274785,0.008277576,0.0005739283,0.010071206,0.0009234563,0.0012236217,0.0010472399,0.9743526],"genre_scores_gemma":[0.10668379,0.00030411186,0.011681017,0.00029371373,0.002735722,0.0000043964974,0.0007029189,0.00009916991,0.87749517],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99886775,0.000004167515,0.00019562429,0.0003049436,0.00034918485,0.00027830526],"domain_scores_gemma":[0.9994573,0.000024254496,0.00006036429,0.00027754612,0.00005150609,0.000129036],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00012766366,0.00028457167,0.0002972872,0.000047182555,0.000058497786,0.00005571167,0.00024331693,0.00020892605,0.005520314],"category_scores_gemma":[0.000023695997,0.0002645838,0.00010638592,0.00002667988,0.000031772222,0.0001007437,0.000015085064,0.00026288905,0.001698174],"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":[0.00033779306,0.000047131256,0.00097102154,0.0014175525,0.0012933085,0.0004769183,0.00027010954,0.009455275,0.0039320816,0.93025744,0.020170504,0.031370837],"study_design_scores_gemma":[0.00025208064,0.0004987979,0.00083233166,0.00034607647,0.00008092865,0.00002128262,0.0000050164426,0.010324279,0.00079062645,0.19241643,0.7932208,0.0012113062],"about_ca_topic_score_codex":0.000033819233,"about_ca_topic_score_gemma":0.000050207196,"teacher_disagreement_score":0.77305037,"about_ca_system_score_codex":0.00000594647,"about_ca_system_score_gemma":0.000022682987,"threshold_uncertainty_score":0.9999806},"labels":[],"label_agreement":null},{"id":"W4249201954","doi":"10.1007/978-3-319-01851-5_2","title":"Mathematical Background","year":2013,"lang":"en","type":"book-chapter","venue":"Mechanical engineering series","topic":"Robotic Mechanisms and Dynamics","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":"McGill University","funders":"","keywords":"Rigidity (electromagnetism); Scope (computer science); Motion (physics); Mechanical system; Computer science; Representation (politics); Artificial intelligence; Process (computing); Control engineering; Computer vision; Classical mechanics; Physics; Engineering; Structural engineering","score_opus":0.012195126035120938,"score_gpt":0.17971113872849934,"score_spread":0.1675160126933784,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4249201954","genre_codex":"methods","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000020637299,0.00038632922,0.6770745,0.00006215235,0.0015919796,0.00041940715,0.000046082732,0.0019126973,0.3184862],"genre_scores_gemma":[0.00049715966,0.0005736284,0.30278558,0.000061140956,0.0007645832,0.000100003934,0.000094988725,0.0008295844,0.6942933],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99827385,0.000003097705,0.00054834347,0.00034872378,0.00034400335,0.00048198274],"domain_scores_gemma":[0.99898815,0.00007573477,0.00004592341,0.00058573904,0.000047567424,0.00025688106],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00010121436,0.00067672686,0.00074053835,0.00012395412,0.00004078398,0.00011787243,0.00032708267,0.0007162039,0.0045298827],"category_scores_gemma":[0.000023490316,0.0006728495,0.00023163045,0.00003540912,0.000029028613,0.00018284895,0.00011292947,0.00070579303,0.0024458875],"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":[0.0000019256154,0.000004626743,3.2193441e-9,0.00037635208,0.000102719045,0.000026278887,0.000009540719,0.04448497,0.0004529128,0.95241404,0.0013965871,0.0007300524],"study_design_scores_gemma":[0.000244732,0.00014506353,4.819106e-7,0.00061238697,0.00014667766,0.00018561815,0.0000115757575,0.5406292,0.000372326,0.32886147,0.12707652,0.0017139139],"about_ca_topic_score_codex":9.2963734e-7,"about_ca_topic_score_gemma":0.0000013216971,"teacher_disagreement_score":0.62355256,"about_ca_system_score_codex":0.0001280195,"about_ca_system_score_gemma":0.000016871112,"threshold_uncertainty_score":0.9995723},"labels":[],"label_agreement":null},{"id":"W4251175326","doi":"10.1007/978-0-387-22458-9_5","title":"Trajectory Planning: Pick-and-Place Operations","year":2007,"lang":"en","type":"book-chapter","venue":"Mechanical engineering series","topic":"Transportation and Mobility Innovations","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":"McGill University","funders":"","keywords":"Computer science; Process (computing); Robot; Trajectory; Ideal (ethics); Object (grammar); Motion (physics); Simple (philosophy); Terrain; Artificial intelligence; Control engineering; Simulation; Engineering","score_opus":0.021191673564028263,"score_gpt":0.22518849070451027,"score_spread":0.203996817140482,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4251175326","genre_codex":"methods","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.010216797,0.005807282,0.6551687,0.0007201368,0.0072999373,0.0023545874,0.00082627713,0.012603865,0.3050024],"genre_scores_gemma":[0.35809755,0.0017553977,0.07740693,0.0006924433,0.0020804596,0.00034478726,0.0019124132,0.0016087039,0.5561013],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.998913,0.0000019117308,0.00042338256,0.00024236704,0.00017774514,0.00024162355],"domain_scores_gemma":[0.9995138,0.00004896035,0.000018262266,0.00024124958,0.000055009867,0.00012273631],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00011599117,0.00035860526,0.0003228423,0.00021015767,0.00006576102,0.000042929667,0.00010930914,0.000385762,0.00023934376],"category_scores_gemma":[0.000021213535,0.0004120071,0.00007974332,0.000060745195,0.000034604185,0.0001408422,0.00001360131,0.0005622245,0.000030452298],"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":[0.000008281158,0.0000072592197,8.029259e-7,0.00021797154,0.00014081883,0.000024485911,0.00023792793,0.28394565,0.0016703645,0.7126666,0.0004267566,0.000653098],"study_design_scores_gemma":[0.0005262156,0.00014270107,0.00021543678,0.0004579348,0.0001942563,0.000078174315,0.000072152696,0.04357077,0.00243617,0.0010550078,0.94960046,0.0016507381],"about_ca_topic_score_codex":0.0000022877425,"about_ca_topic_score_gemma":0.000051625364,"teacher_disagreement_score":0.9491737,"about_ca_system_score_codex":0.00006952491,"about_ca_system_score_gemma":0.000026670174,"threshold_uncertainty_score":0.99983317},"labels":[],"label_agreement":null},{"id":"W4298091238","doi":"10.1007/978-0-387-22458-9_2","title":"Mathematical Background","year":2007,"lang":"en","type":"book-chapter","venue":"Mechanical engineering series","topic":"Robotic Mechanisms and Dynamics","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":"McGill University","funders":"","keywords":"Rigidity (electromagnetism); Scope (computer science); Motion (physics); Mechanical system; Computer science; Representation (politics); Artificial intelligence; Process (computing); Control engineering; Classical mechanics; Engineering; Physics; Structural engineering","score_opus":0.021422861337308682,"score_gpt":0.2089280114255119,"score_spread":0.18750515008820323,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4298091238","genre_codex":"methods","genre_gemma":"other","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":[0.0000085167185,0.0003003507,0.7505586,0.00002166156,0.0012139205,0.00021167412,0.000033426586,0.0013230057,0.24632883],"genre_scores_gemma":[0.00048503702,0.00068350456,0.4872174,0.00009685252,0.0012644812,0.000039279563,0.00012952351,0.0011096521,0.50897425],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9980867,0.0000024402427,0.00060513907,0.00035197215,0.00040957052,0.0005442024],"domain_scores_gemma":[0.99898535,0.000098969846,0.000046803976,0.0005570874,0.00004482451,0.00026696516],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00021837636,0.00067212904,0.00072563236,0.00018333197,0.00004281617,0.00007624527,0.00031155697,0.00082526676,0.0013623486],"category_scores_gemma":[0.000026903324,0.00069603405,0.00024735185,0.000048855698,0.000031959295,0.00012693561,0.00010237058,0.00080902275,0.00065299444],"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":[0.0000054011316,0.0000053556187,5.7012737e-9,0.00037292053,0.00010116855,0.00008113864,0.000010817839,0.04421673,0.00029747523,0.9535535,0.00033870584,0.0010167684],"study_design_scores_gemma":[0.0004196837,0.00023773209,7.8914985e-7,0.00096634973,0.00024251759,0.0004149047,0.000019811669,0.45476767,0.00082629954,0.31410977,0.22537372,0.0026207643],"about_ca_topic_score_codex":5.62046e-7,"about_ca_topic_score_gemma":0.0000037787318,"teacher_disagreement_score":0.63944376,"about_ca_system_score_codex":0.00016070018,"about_ca_system_score_gemma":0.000017994775,"threshold_uncertainty_score":0.9995505},"labels":[],"label_agreement":null},{"id":"W4312278000","doi":"10.1007/978-3-030-95411-6_8","title":"Scales of Turbulent Motion","year":2022,"lang":"en","type":"book-chapter","venue":"Mechanical engineering series","topic":"Wind and Air Flow Studies","field":"Environmental 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 Guelph","funders":"","keywords":"Dissipation; Energy cascade; Turbulence; Statistical physics; Cascade; Physics; Inertial frame of reference; Classical mechanics; Kinetic energy; Turbulence kinetic energy; Motion (physics); Range (aeronautics); Function (biology); Mechanics; Thermodynamics; Engineering","score_opus":0.007319839162864625,"score_gpt":0.17250611935479826,"score_spread":0.16518628019193363,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4312278000","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.013327786,0.0035215274,0.013566749,0.005824638,0.0055580144,0.0022111484,0.0004968396,0.0018745416,0.95361876],"genre_scores_gemma":[0.28989124,0.0015819363,0.008666693,0.00023002217,0.0006720276,0.00012904429,0.00014657437,0.00038134228,0.69830114],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99902296,0.0000043576933,0.0002328213,0.00025033264,0.00032914878,0.00016037113],"domain_scores_gemma":[0.999655,0.000023194176,0.0000692763,0.00019949209,0.000004619494,0.00004840994],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00008745924,0.0002180568,0.00029275796,0.00003097285,0.00006154039,0.0000063681728,0.000175698,0.000101324535,0.005590664],"category_scores_gemma":[0.000019087476,0.00020866771,0.00013038341,0.000028949313,0.000058552643,0.00008253895,0.00035857843,0.00023045414,0.00007469852],"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":[0.00006373868,0.00010471963,0.000026639871,0.00040348264,0.0002575357,0.00010302808,0.000297659,0.05384668,0.014034865,0.90806115,0.006184365,0.016616123],"study_design_scores_gemma":[0.00016829971,0.00027774062,0.00021957855,0.00011199051,0.000061207815,0.00003094684,0.000018045992,0.0010260749,0.0037761235,0.007642281,0.98604614,0.00062159915],"about_ca_topic_score_codex":0.000010542645,"about_ca_topic_score_gemma":0.000005439746,"teacher_disagreement_score":0.97986174,"about_ca_system_score_codex":0.00009756581,"about_ca_system_score_gemma":0.0000027045646,"threshold_uncertainty_score":0.99531835},"labels":[],"label_agreement":null},{"id":"W4312283789","doi":"10.1007/978-3-030-95411-6_6","title":"Free Shear Flows","year":2022,"lang":"en","type":"book-chapter","venue":"Mechanical engineering series","topic":"Fluid Dynamics and Turbulent Flows","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":"University of Guelph","funders":"","keywords":"Jet (fluid); Mechanics; Shear (geology); Shear stress; Reynolds number; Bounded function; Physics; Classical mechanics; Reynolds stress; Flow (mathematics); Mathematics; Geometry; Mathematical analysis; Geology; Turbulence","score_opus":0.006138182593838532,"score_gpt":0.16231615459622575,"score_spread":0.15617797200238723,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4312283789","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000997482,0.018658176,0.036365222,0.0015649892,0.03243104,0.002686001,0.004758696,0.019020682,0.88351774],"genre_scores_gemma":[0.0075545376,0.013760862,0.03146495,0.00042291396,0.0040348954,0.0006558957,0.0017267473,0.0043721646,0.936007],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99827963,0.0000037828845,0.00043655254,0.00039399165,0.00043776503,0.00044828132],"domain_scores_gemma":[0.99885404,0.000047206056,0.000031197415,0.00086829026,0.000025373241,0.00017391823],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00011450035,0.00062105514,0.00058655784,0.00019526682,0.00007716169,0.000057820864,0.0005986612,0.00038782245,0.0034426756],"category_scores_gemma":[0.000026572596,0.00071665307,0.0002862789,0.000057472313,0.000017640406,0.00014761806,0.00025450744,0.0010512411,0.00009112338],"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":[0.0000077453715,0.0000052835917,2.2241153e-8,0.00020801125,0.00015347666,0.00008997323,0.000026399919,0.37160078,0.00057913305,0.6236431,0.0031508214,0.0005352788],"study_design_scores_gemma":[0.0001230448,0.000060265018,4.2089422e-7,0.00006314758,0.00004372732,0.00003368828,0.0000010212419,0.33184302,0.00008161573,0.0045628324,0.6625774,0.000609836],"about_ca_topic_score_codex":0.0000039202378,"about_ca_topic_score_gemma":0.0000058459996,"teacher_disagreement_score":0.65942657,"about_ca_system_score_codex":0.00019083517,"about_ca_system_score_gemma":0.000019196621,"threshold_uncertainty_score":0.99952847},"labels":[],"label_agreement":null},{"id":"W4312289392","doi":"10.1007/978-3-030-95411-6_21","title":"Sciences","year":2022,"lang":"en","type":"book-chapter","venue":"Mechanical engineering series","topic":"Meteorological Phenomena and Simulations","field":"Earth and Planetary Sciences","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 Guelph","funders":"","keywords":"Sociology","score_opus":0.026346286831038696,"score_gpt":0.19566974413571886,"score_spread":0.16932345730468015,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4312289392","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0004438601,0.0010918657,0.00053027587,0.00039263055,0.0012164317,0.00022232965,0.00022042252,0.0003419294,0.99554026],"genre_scores_gemma":[0.26539734,0.00073545746,0.014804864,0.00088126503,0.0011442436,0.000013489757,0.0007740054,0.0000713719,0.71617794],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99881727,0.000011231168,0.00023227323,0.00033052664,0.00035267195,0.00025600943],"domain_scores_gemma":[0.9994673,0.00018362032,0.000055791214,0.00017065993,0.000012293882,0.00011033946],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002446202,0.00022281588,0.00027490573,0.0000991259,0.00026059814,0.00004978912,0.00031557714,0.00013010658,0.07154972],"category_scores_gemma":[0.000063646265,0.0001876452,0.00010762862,0.00006062324,0.00007059261,0.00013908165,0.00004331252,0.00036947118,0.0002630564],"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":[0.000010564136,0.00000225087,0.000015932223,0.000016802136,0.000021619937,0.000020020987,0.000009568262,0.10502146,0.000010596118,0.89251894,0.00014123334,0.0022110273],"study_design_scores_gemma":[0.00007990803,0.0005059218,0.00023034115,0.000016520682,0.000027824884,0.000018118291,0.000005278072,0.017230716,0.000008133931,0.08786529,0.893564,0.00044795114],"about_ca_topic_score_codex":0.000025747197,"about_ca_topic_score_gemma":0.000026175656,"teacher_disagreement_score":0.8934228,"about_ca_system_score_codex":0.000007430219,"about_ca_system_score_gemma":0.00003132873,"threshold_uncertainty_score":0.929299},"labels":[],"label_agreement":null},{"id":"W4312318368","doi":"10.1007/978-3-030-95411-6_22","title":"Statistics","year":2022,"lang":"en","type":"book-chapter","venue":"Mechanical engineering series","topic":"Wind and Air Flow Studies","field":"Environmental 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 Guelph","funders":"","keywords":"Cumulative distribution function; Probability density function; Statistics; Probability distribution; Probability and statistics; Mathematics; Mathematical statistics; Event (particle physics); Probability mass function; Physics","score_opus":0.007293553147586075,"score_gpt":0.17527457906598753,"score_spread":0.16798102591840147,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4312318368","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00008438477,0.0004517059,0.013924719,0.0007975979,0.0026561937,0.00047023667,0.00085558573,0.0007885389,0.97997105],"genre_scores_gemma":[0.0011678658,0.0003399262,0.012987621,0.00015585082,0.00024432235,0.00003807084,0.0000796177,0.00013957937,0.9848471],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99896955,0.0000034316354,0.00018926528,0.00028688417,0.00032874732,0.00022214561],"domain_scores_gemma":[0.999625,0.000040155202,0.000044349134,0.00021333924,0.0000033944152,0.00007376023],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000070192036,0.0002599896,0.00026433208,0.000022689508,0.00011465082,0.000016583155,0.0001996144,0.00009698451,0.028208235],"category_scores_gemma":[0.00003121125,0.0002599894,0.00007255055,0.000023302613,0.00004786365,0.00007456103,0.00054729206,0.00036004404,0.00054378825],"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":[0.000010530057,0.000012214514,0.000002471575,0.00004594965,0.00006294164,0.000111821115,0.000058067806,0.0042974157,0.00044003117,0.9658089,0.025236255,0.003913372],"study_design_scores_gemma":[0.00005364199,0.000093670016,0.00001618033,0.000016291824,0.000025097352,0.0000117909385,0.000003879945,0.00034986768,0.00007562484,0.008450042,0.99058014,0.00032377522],"about_ca_topic_score_codex":0.000010032458,"about_ca_topic_score_gemma":0.000009612734,"teacher_disagreement_score":0.9653439,"about_ca_system_score_codex":0.00013159413,"about_ca_system_score_gemma":0.0000056237704,"threshold_uncertainty_score":0.9999852},"labels":[],"label_agreement":null},{"id":"W4312535090","doi":"10.1007/978-3-030-95411-6_24","title":"Numerical Methods","year":2022,"lang":"en","type":"book-chapter","venue":"Mechanical engineering series","topic":"Fluid Dynamics and Turbulent Flows","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":"University of Guelph","funders":"","keywords":"Discretization; Euler's formula; Relaxation (psychology); Taylor series; Applied mathematics; Computer science; Numerical analysis; Euler method; Euler equations; Finite difference method; Explicit and implicit methods; Series (stratigraphy); Calculus (dental); Mathematics; Mathematical analysis; Method of characteristics; Partial differential equation","score_opus":0.009209570466299664,"score_gpt":0.21395571620308218,"score_spread":0.20474614573678251,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4312535090","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000035094126,0.008184561,0.36678565,0.0005487314,0.014741478,0.0010311828,0.00036475935,0.008602836,0.5997057],"genre_scores_gemma":[0.0036120247,0.0047669313,0.28667966,0.0003602755,0.0021597513,0.0005039458,0.0008057995,0.0030058818,0.69810575],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99840534,0.000010112764,0.0004449734,0.00038818855,0.00032967454,0.0004217137],"domain_scores_gemma":[0.99913967,0.00009835559,0.00003639155,0.00052216375,0.00002335569,0.00018004778],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00019575426,0.00059385016,0.0006529381,0.00017549537,0.000067927445,0.000047956706,0.00037986858,0.00036633358,0.003231069],"category_scores_gemma":[0.000036563473,0.0006666319,0.00030237163,0.00006875743,0.00001991925,0.000117516916,0.00016784524,0.0011039174,0.00008411417],"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":[0.000006978955,0.0000054913444,2.975944e-8,0.00017118243,0.00017037654,0.000058853584,0.000022592869,0.34771523,0.00056905206,0.6470277,0.0008985822,0.0033539382],"study_design_scores_gemma":[0.00007484789,0.00005183247,4.877992e-7,0.000034785466,0.00004008072,0.00004063791,7.794005e-7,0.35862127,0.00017822329,0.0021998344,0.63822544,0.00053176394],"about_ca_topic_score_codex":0.000002787907,"about_ca_topic_score_gemma":4.3898524e-7,"teacher_disagreement_score":0.64482784,"about_ca_system_score_codex":0.00021308396,"about_ca_system_score_gemma":0.000020207448,"threshold_uncertainty_score":0.9995785},"labels":[],"label_agreement":null},{"id":"W4312572404","doi":"10.1007/978-3-030-95411-6_5","title":"Wall Flows","year":2022,"lang":"en","type":"book-chapter","venue":"Mechanical engineering series","topic":"Fluid Dynamics and Turbulent Flows","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":"University of Guelph","funders":"","keywords":"Law of the wall; Momentum (technical analysis); Mechanics; Boundary layer; Turbulence; Physics; Classical mechanics; Reynolds number","score_opus":0.006137032340336478,"score_gpt":0.16201449421849962,"score_spread":0.15587746187816315,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4312572404","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00109586,0.012194312,0.017584614,0.0012098096,0.022510573,0.002122752,0.0011854362,0.015822109,0.92627454],"genre_scores_gemma":[0.013594556,0.0071953484,0.0145577295,0.00037890425,0.0019107794,0.0004346085,0.0012921916,0.002795164,0.95784074],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9984251,0.000003183849,0.0004120494,0.00036435778,0.0003768696,0.00041840127],"domain_scores_gemma":[0.9992168,0.000040452658,0.000030751184,0.0005286707,0.00002386509,0.00015944682],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00010020192,0.00059289316,0.000545763,0.00017989926,0.00006709812,0.000051259343,0.0003815087,0.00035485427,0.0033751174],"category_scores_gemma":[0.000015391388,0.0006788358,0.00026895176,0.000049345825,0.000014063537,0.00013189563,0.0001805573,0.0009486377,0.00015030935],"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":[0.0000069981775,0.0000051122456,3.673366e-8,0.00020251694,0.00015733743,0.00008860154,0.000027810589,0.39766175,0.0005848398,0.5991871,0.0013674087,0.00071052235],"study_design_scores_gemma":[0.000090579866,0.000045019035,4.45818e-7,0.000048512386,0.000035875768,0.000028221812,6.736749e-7,0.37152568,0.000049450187,0.0014922473,0.62616795,0.00051535375],"about_ca_topic_score_codex":0.0000036737297,"about_ca_topic_score_gemma":0.0000058677592,"teacher_disagreement_score":0.62480056,"about_ca_system_score_codex":0.00022087617,"about_ca_system_score_gemma":0.00001951349,"threshold_uncertainty_score":0.99956626},"labels":[],"label_agreement":null},{"id":"W4312924367","doi":"10.1007/978-3-030-95411-6_13","title":"Electro-magnetic Techniques","year":2022,"lang":"en","type":"book-chapter","venue":"Mechanical engineering series","topic":"Thermography and Photoacoustic Techniques","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":"University of Guelph","funders":"","keywords":"Shadowgraphy; Velocimetry; Particle tracking velocimetry; Optics; Laser Doppler velocimetry; Particle image velocimetry; Schlieren; Doppler effect; Physics; Materials science; Laser; Mechanics; Turbulence","score_opus":0.004186204611423987,"score_gpt":0.16236292452770607,"score_spread":0.15817671991628207,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4312924367","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000119999466,0.015308951,0.06091446,0.00016879136,0.0033902908,0.002373858,0.0020842256,0.04393007,0.87170935],"genre_scores_gemma":[0.13373421,0.037055925,0.09957678,0.00072295684,0.005002842,0.004897631,0.0016184673,0.0076629906,0.7097282],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99847287,0.000007113104,0.00040733267,0.00035589034,0.00031217566,0.00044463156],"domain_scores_gemma":[0.9992111,0.000061490704,0.000043731452,0.00053237507,0.000027235039,0.00012409498],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00013943872,0.0006230487,0.00055503874,0.0003055055,0.00007446597,0.000042784475,0.00042940307,0.00046680763,0.003178302],"category_scores_gemma":[0.000015427824,0.00071687176,0.00028058238,0.00009375237,0.000035172732,0.00011611564,0.00011873049,0.001198227,0.000010094385],"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":[0.0000269001,0.000012922257,6.396878e-8,0.00044760032,0.00019114326,0.00011293064,0.000044607885,0.0012051008,0.053572316,0.92441225,0.004434216,0.015539969],"study_design_scores_gemma":[0.000055173936,0.000370672,5.80967e-7,0.00012800006,0.00008591556,0.00008686979,0.0000021355218,0.0010294882,0.03921424,0.017905485,0.94025415,0.00086727395],"about_ca_topic_score_codex":0.0000036173326,"about_ca_topic_score_gemma":0.0000013020948,"teacher_disagreement_score":0.9358199,"about_ca_system_score_codex":0.00014426219,"about_ca_system_score_gemma":0.000019360861,"threshold_uncertainty_score":0.9995282},"labels":[],"label_agreement":null},{"id":"W4313183004","doi":"10.1007/978-3-030-95411-6_11","title":"In Situ Techniques","year":2022,"lang":"en","type":"book-chapter","venue":"Mechanical engineering series","topic":"Flow Measurement and Analysis","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":"University of Guelph","funders":"","keywords":"Pitot tube; Strain gauge; Cartesian coordinate system; Pressure measurement; Mechanical engineering; Wheatstone bridge; Pressure sensor; Thermoelectric effect; Transducer; System of measurement; Engineering; Acoustics; Electrical engineering; Mechanics; Physics; Mathematics; Thermodynamics; Geometry; Resistor","score_opus":0.009722933510735346,"score_gpt":0.17841351211394438,"score_spread":0.16869057860320902,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4313183004","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00026358178,0.0043978286,0.008737658,0.0005259918,0.0030688094,0.000859073,0.00009081466,0.006181097,0.97587514],"genre_scores_gemma":[0.14052232,0.007947151,0.019954763,0.00035456524,0.0026184742,0.00079810905,0.00047630016,0.0021408638,0.82518744],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9987368,0.000004631172,0.0003723426,0.00026474273,0.00033074472,0.00029071615],"domain_scores_gemma":[0.9995485,0.000023344812,0.000027390382,0.00031423292,0.000017070624,0.000069472095],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00017611275,0.00040251215,0.0005076452,0.00035048916,0.000028690783,0.000028607972,0.00025456748,0.00025489402,0.0018121406],"category_scores_gemma":[0.00001908984,0.0004656329,0.00019137317,0.000093560724,0.000011222785,0.00018569682,0.00009239549,0.0007405224,0.000043731554],"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":[0.000025412486,0.000027684151,8.1486934e-7,0.0008379666,0.0005053508,0.00044824064,0.00011045399,0.037528384,0.09509338,0.8536974,0.0060127773,0.0057120975],"study_design_scores_gemma":[0.0000937896,0.00005671189,9.067201e-7,0.0001473844,0.000062409476,0.000012378851,0.00000405382,0.0033510407,0.019923732,0.0031846876,0.9724398,0.00072307524],"about_ca_topic_score_codex":0.0000038526127,"about_ca_topic_score_gemma":0.000029508667,"teacher_disagreement_score":0.966427,"about_ca_system_score_codex":0.00023666516,"about_ca_system_score_gemma":0.000012285575,"threshold_uncertainty_score":0.9997795},"labels":[],"label_agreement":null},{"id":"W5535040","doi":"10.1007/978-1-4612-1250-8_18","title":"Tables of Design Data","year":2000,"lang":"en","type":"book-chapter","venue":"Mechanical engineering series","topic":"Probabilistic and Robust Engineering Design","field":"Decision Sciences","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":"Technical University of Nova Scotia","funders":"","keywords":"Computer science","score_opus":0.14633401307755103,"score_gpt":0.291017626176521,"score_spread":0.14468361309896996,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W5535040","genre_codex":"methods","genre_gemma":"other","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":[0.0000027574197,0.001544177,0.96187913,0.00012189101,0.00091188116,0.00037999215,0.0005055261,0.00028730504,0.034367364],"genre_scores_gemma":[0.0065209563,0.0013451887,0.29528704,0.00006797297,0.00088740385,0.00003337818,0.00030462426,0.00044485024,0.6951086],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99618024,0.000032937645,0.0011978248,0.0009206203,0.001296157,0.000372215],"domain_scores_gemma":[0.9953038,0.0014296919,0.00025077435,0.0026608154,0.00017378991,0.00018114324],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0020242753,0.0005158516,0.0010628812,0.0003328268,0.00005351691,0.000105550236,0.002730987,0.00051659794,0.0026381873],"category_scores_gemma":[0.002394585,0.0004171907,0.0001740006,0.00016467524,0.000102484766,0.0003498699,0.0005603051,0.0004695151,0.0002674898],"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":[0.0000853542,0.000023024802,1.1087861e-7,0.000088762994,0.00014150464,0.000048774873,0.000032713073,0.16985697,0.0005807176,0.807507,0.010970702,0.010664393],"study_design_scores_gemma":[0.00020810134,0.0002254677,0.0000018264172,0.00039556448,0.00012469913,0.000058674377,0.000006688167,0.09023581,0.0008986612,0.25086927,0.6561698,0.0008054587],"about_ca_topic_score_codex":0.000004949823,"about_ca_topic_score_gemma":0.0000016850754,"teacher_disagreement_score":0.66659206,"about_ca_system_score_codex":0.00004201025,"about_ca_system_score_gemma":0.00015137636,"threshold_uncertainty_score":0.999828},"labels":[],"label_agreement":null},{"id":"W69673351","doi":"10.1007/978-1-4419-1027-1_8","title":"Vibration Analysis of Continuous Systems","year":2011,"lang":"en","type":"book-chapter","venue":"Mechanical engineering series","topic":"Heat Transfer and Numerical Methods","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":"McGill University","funders":"","keywords":"Abstraction; Mechanical system; Vibration; Computer science; Continuum mechanics; Set (abstract data type); Type (biology); Classical mechanics; Structural engineering; Mathematics; Engineering; Mechanical engineering; Physics; Acoustics; Programming language; Geology","score_opus":0.016842360077670513,"score_gpt":0.2064667968433664,"score_spread":0.1896244367656959,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W69673351","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":[0.00014059387,0.0014776514,0.92172086,0.0000075587927,0.0014417937,0.00028363537,0.00016143,0.0008933585,0.073873095],"genre_scores_gemma":[0.8546498,0.004140653,0.048000123,0.00005285171,0.0010653764,0.00024776754,0.00051800953,0.0014138449,0.08991162],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99863124,0.000013087982,0.0006309446,0.0002489959,0.00022490138,0.00025081894],"domain_scores_gemma":[0.99928474,0.00009915774,0.00003717068,0.00037554506,0.000070548995,0.00013284602],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00017855167,0.0003993576,0.001170491,0.00039649455,0.00001660981,0.000021305028,0.00018875937,0.00046858165,0.00026584128],"category_scores_gemma":[0.000033815402,0.00040562602,0.00036726543,0.00018967476,0.00002543326,0.000099384,0.000022841417,0.00035876562,0.00001558204],"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":[0.000036797384,0.000017446677,0.0000012638235,0.0011740109,0.0052763843,0.000026558433,0.00016762168,0.12975666,0.0169015,0.8421082,0.00011036628,0.0044231764],"study_design_scores_gemma":[0.000870366,0.0012472164,0.00022789555,0.0016343369,0.014986138,0.000053674983,0.000041308973,0.6202242,0.055423763,0.008352495,0.29188824,0.005050387],"about_ca_topic_score_codex":0.000013205843,"about_ca_topic_score_gemma":0.000003334384,"teacher_disagreement_score":0.87372077,"about_ca_system_score_codex":0.00004782689,"about_ca_system_score_gemma":0.0000109343755,"threshold_uncertainty_score":0.99983954},"labels":[],"label_agreement":null},{"id":"W74549716","doi":"10.1007/978-1-4612-1250-8_13","title":"Forced Circulation for Supercritical or Subcritical Boilers","year":2000,"lang":"en","type":"book-chapter","venue":"Mechanical engineering series","topic":"Heat transfer and supercritical fluids","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":"Technical University of Nova Scotia","funders":"","keywords":"Natural circulation; Supercritical fluid; Nucleate boiling; Mechanics; Thermodynamics; Heat transfer; Heat flux; Boiling; Heat transfer coefficient; Materials science; Circulation (fluid dynamics); Environmental science; Physics","score_opus":0.016988689606855966,"score_gpt":0.212228751795483,"score_spread":0.19524006218862705,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W74549716","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":[0.0019089673,0.0017307679,0.8140592,0.0012339128,0.004262543,0.0029370121,0.001691631,0.0072280443,0.16494796],"genre_scores_gemma":[0.94649726,0.0022605814,0.015018951,0.0006569135,0.003663016,0.00090052164,0.0012457242,0.002352211,0.027404794],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99746585,0.0000085017555,0.0007332052,0.000534847,0.0003884637,0.00086912647],"domain_scores_gemma":[0.99859023,0.0004272273,7.1572646e-7,0.00041500852,0.00009197417,0.00047486793],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00014863633,0.0007525737,0.00091175444,0.00017154706,0.00009057783,0.00010179045,0.00026773382,0.0010413494,0.0018639116],"category_scores_gemma":[0.00016855913,0.00074466475,0.00044805868,0.000059876587,0.000086002365,0.00027254267,0.000024330873,0.0007260274,0.000117391726],"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":[0.00011520294,0.000013801741,9.609034e-8,0.0009419263,0.00012775914,0.00006765875,0.000032976357,0.0012690895,0.009327798,0.9867039,0.00038499516,0.0010148069],"study_design_scores_gemma":[0.0032441164,0.0016563368,0.000016583617,0.0022286992,0.0012008618,0.00066176546,0.000050081842,0.20223087,0.028911797,0.11464557,0.6385451,0.0066082133],"about_ca_topic_score_codex":0.000001927546,"about_ca_topic_score_gemma":0.000007657568,"teacher_disagreement_score":0.9445883,"about_ca_system_score_codex":0.00017284337,"about_ca_system_score_gemma":0.00005463141,"threshold_uncertainty_score":0.99950045},"labels":[],"label_agreement":null},{"id":"W81987931","doi":"10.1007/978-3-319-01851-5_10","title":"Kinematics of Alternative Robotic Mechanical Systems","year":2013,"lang":"en","type":"book-chapter","venue":"Mechanical engineering series","topic":"Robotic Mechanisms and Dynamics","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":"McGill University","funders":"","keywords":"Kinematics; Computer science; Mechanical system; Control engineering; Engineering; Mechanical engineering; Physics; Classical mechanics","score_opus":0.011392702767538128,"score_gpt":0.1830804745098263,"score_spread":0.1716877717422882,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W81987931","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000034689037,0.0007984606,0.96340495,0.000032095868,0.004393351,0.0008396008,0.000079220474,0.00094432925,0.029473303],"genre_scores_gemma":[0.027718704,0.0041086804,0.62774724,0.00007038498,0.002690692,0.00047245255,0.000416349,0.0028604257,0.33391505],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99726266,0.000012103372,0.0011583209,0.00043503076,0.00060405413,0.00052784075],"domain_scores_gemma":[0.99842435,0.00016393636,0.00021144828,0.00076311035,0.00016849785,0.00026868575],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00019578221,0.0008423772,0.0014753533,0.00024027808,0.000035614044,0.00007854358,0.00054329506,0.0008088831,0.0004506057],"category_scores_gemma":[0.00008707338,0.0008332708,0.00032022322,0.00007396379,0.00004179779,0.0001868478,0.00017641911,0.0007919398,0.00018959526],"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":[0.0000028713082,0.000006292161,5.554503e-9,0.00073636445,0.00017361267,0.000014643129,0.000013694144,0.48300126,0.0011840165,0.5146033,0.00015490518,0.00010900276],"study_design_scores_gemma":[0.00022776677,0.00020332201,2.0416233e-7,0.0011067668,0.0001895037,0.00007284052,0.000015462172,0.96373874,0.0012587454,0.029881408,0.0024134293,0.0008917866],"about_ca_topic_score_codex":0.000012112746,"about_ca_topic_score_gemma":0.0000021667122,"teacher_disagreement_score":0.48472193,"about_ca_system_score_codex":0.00016658985,"about_ca_system_score_gemma":0.000031231128,"threshold_uncertainty_score":0.9994118},"labels":[],"label_agreement":null},{"id":"W939375541","doi":"10.1007/978-1-4419-1027-1_5","title":"Vibration Analysis of Two-dof Systems","year":2011,"lang":"en","type":"book-chapter","venue":"Mechanical engineering series","topic":"Advanced MEMS and NEMS Technologies","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":"McGill University","funders":"","keywords":"Computer science; Vibration; Mechanical system; Complex system; Control engineering; Control theory (sociology); Engineering; Artificial intelligence; Physics; Acoustics","score_opus":0.01240687174767333,"score_gpt":0.1920896489591559,"score_spread":0.17968277721148257,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W939375541","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":[0.0054006083,0.012235132,0.7813563,0.000041558775,0.0060267798,0.0015453657,0.00068655587,0.012400468,0.18030727],"genre_scores_gemma":[0.8273299,0.008620998,0.04342708,0.000022686683,0.00077206723,0.00030130337,0.00047986128,0.0010513165,0.11799479],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9988213,0.0000013697738,0.0005040125,0.0002510297,0.00018937442,0.0002328966],"domain_scores_gemma":[0.9992472,0.00003909947,0.00010074655,0.0004978118,0.00005634221,0.00005881478],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000073681564,0.0003937093,0.00085819094,0.00052773854,0.000019962545,0.000016916587,0.00023234458,0.00043098995,0.00009334814],"category_scores_gemma":[0.00002599659,0.00040059327,0.00025100447,0.0001761213,0.000034269997,0.00015315555,0.000069058355,0.0003591807,0.000011699508],"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":[0.0000066246675,0.0000045690554,1.1652622e-7,0.000295137,0.0013956957,0.000010507781,0.000026395915,0.21290824,0.049105152,0.73514444,0.000053246116,0.0010498906],"study_design_scores_gemma":[0.0010479375,0.0008196471,0.000039849165,0.0020751213,0.008561589,0.00005860546,0.000086511034,0.2782053,0.34664083,0.057158303,0.29990706,0.005399259],"about_ca_topic_score_codex":0.0000092730015,"about_ca_topic_score_gemma":0.000015558842,"teacher_disagreement_score":0.8219293,"about_ca_system_score_codex":0.000065460175,"about_ca_system_score_gemma":0.000008372107,"threshold_uncertainty_score":0.9998446},"labels":[],"label_agreement":null}]}