{"meta":{"query_hash":"9ada3727f612","filters":{"venue":"Synthesis lectures on professionalism and career advancement for scientists and engineers"},"cohort_total":11,"direct_labels_cover":0,"predictions_cover":11,"exported":11,"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/9ada3727f612","api":"https://metacan.xera.ac/api/v1/cohort?venue=Synthesis+lectures+on+professionalism+and+career+advancement+for+scientists+and+engineers"},"results":[{"id":"W4229738400","doi":"10.2200/s00872ed1v01y201808pro004","title":"Rock the Research: Achieving the Twin Win of Theory Breakthroughs and Societal Benefits, Second Edition","year":2018,"lang":"en","type":"article","venue":"Synthesis lectures on professionalism and career advancement for scientists and engineers","topic":"Complex Systems and Decision Making","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"University of Queensland; University of British Columbia; Arizona State University","keywords":"Twin study; Psychology; Sociology; Data science; Political science; Engineering ethics; Computer science; Engineering","score_opus":0.16672302950624657,"score_gpt":0.4093719490573879,"score_spread":0.24264891955114132,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4229738400","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.89782035,0.0284548,0.057520583,0.007865198,0.0040496485,0.002242263,0.00054903113,0.0000475303,0.0014506181],"genre_scores_gemma":[0.9977338,0.00005070069,0.00027663,0.00032327033,0.00022429823,0.00008271794,0.0000026023426,0.000012406797,0.001293607],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9969308,0.00033445517,0.00042955118,0.0005360243,0.0014224089,0.00034677246],"domain_scores_gemma":[0.99239796,0.006495608,0.00016423881,0.0004299209,0.00043094603,0.00008131763],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0069247494,0.00017788909,0.00025904045,0.0001906121,0.001538503,0.00029745334,0.00045117477,0.00006934233,0.00018265957],"category_scores_gemma":[0.0017519244,0.00008259776,0.00008822681,0.0004206588,0.00055272784,0.0002169076,0.00029047063,0.00017623304,0.0000024464273],"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":[0.0005176555,0.000101418555,0.0003807312,0.00016844766,0.00014260935,0.000001997207,0.015671412,0.0008681429,0.0051001064,0.48674703,0.064026095,0.42627436],"study_design_scores_gemma":[0.0016293102,0.0008509244,0.05464626,0.0012083456,0.00010752677,0.000062740546,0.034406956,0.01077679,0.0056638103,0.35445723,0.5353631,0.00082703214],"about_ca_topic_score_codex":0.00000798317,"about_ca_topic_score_gemma":0.000045089513,"teacher_disagreement_score":0.471337,"about_ca_system_score_codex":0.000021043015,"about_ca_system_score_gemma":0.000042507414,"threshold_uncertainty_score":0.99976134},"labels":[],"label_agreement":null},{"id":"W4365934931","doi":"10.1007/978-3-031-18780-3_6","title":"Finances","year":2023,"lang":"en","type":"book-chapter","venue":"Synthesis lectures on professionalism and career advancement for scientists and engineers","topic":"Economic theories and models","field":"Economics, Econometrics and Finance","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 Toronto","funders":"","keywords":"Financial statement; Business; Accounting; Finance; Economics; Audit","score_opus":0.05899851592760184,"score_gpt":0.24275074706362634,"score_spread":0.1837522311360245,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4365934931","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":[0.0078033325,0.1465396,0.032439977,0.01559633,0.034191947,0.007662024,0.0299516,0.00089047133,0.72492474],"genre_scores_gemma":[0.07619043,0.00803701,0.00094333093,0.0007139875,0.00031962845,0.00043488087,0.00024395832,0.00018099019,0.9129358],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9983801,0.0000036347938,0.00043956476,0.0007510848,0.00007512879,0.00035048075],"domain_scores_gemma":[0.9991136,0.00023659678,0.000243849,0.00027220653,0.000033042616,0.000100686884],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000428491,0.0003553392,0.00055694126,0.000269886,0.0002891897,0.000088114284,0.00018291199,0.000210638,0.00018385293],"category_scores_gemma":[0.00007599208,0.0003327989,0.00014302068,0.00003267172,0.0001458537,0.00011014751,0.00009330099,0.00015994385,0.00003491382],"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":[0.000029268178,0.0000076070096,0.000007356432,0.00016801995,0.00007752029,0.0000020089276,0.00015004419,0.00017354204,0.0000026945445,0.98484266,0.004035274,0.010504014],"study_design_scores_gemma":[0.00026694662,0.00006549717,0.00006291873,0.00026539442,0.000022947623,0.000001697438,0.000035595454,0.0002602734,0.00003363868,0.38659492,0.61195856,0.00043162494],"about_ca_topic_score_codex":0.000008120099,"about_ca_topic_score_gemma":0.000009725995,"teacher_disagreement_score":0.60792327,"about_ca_system_score_codex":0.0000580656,"about_ca_system_score_gemma":0.000022224012,"threshold_uncertainty_score":0.9999124},"labels":[],"label_agreement":null},{"id":"W4365935218","doi":"10.1007/978-3-031-18780-3_5","title":"Business Models","year":2023,"lang":"en","type":"book-chapter","venue":"Synthesis lectures on professionalism and career advancement for scientists and engineers","topic":"Digital Innovation in Industries","field":"Business, Management and Accounting","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 Toronto","funders":"","keywords":"Business model; Business plan; Product (mathematics); Business; Plan (archaeology); Marketing; Product-service system; Process management; Industrial organization","score_opus":0.06992859263037807,"score_gpt":0.2510122832657536,"score_spread":0.18108369063537552,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4365935218","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":[0.0023209543,0.0058595696,0.020186994,0.020657215,0.023822555,0.0065148785,0.0024365578,0.0017739142,0.9164274],"genre_scores_gemma":[0.07752101,0.0004924265,0.00052842265,0.0042344984,0.0016771582,0.00080306985,0.0012364527,0.00037834173,0.9131286],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.998128,0.0000021778637,0.00034359362,0.0006162935,0.00055944646,0.0003505172],"domain_scores_gemma":[0.99891996,0.00019284639,0.00021800138,0.0002449843,0.00039707212,0.0000271246],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00029279967,0.0004411904,0.0003698621,0.00057900045,0.00038058212,0.0004367385,0.00021518196,0.00022827019,0.00009283007],"category_scores_gemma":[0.00016610799,0.0003620573,0.000077032804,0.00020495402,0.00018021326,0.0007194035,0.00019584985,0.00018566486,0.000021191716],"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":[0.000045067405,0.000014213933,0.000004152533,0.0005884404,0.00006822678,0.000004898778,0.000023776827,0.00096126914,0.000012178684,0.9372261,0.031452574,0.029599095],"study_design_scores_gemma":[0.00037589495,0.000013994138,0.00009029917,0.00114229,0.000111794754,0.0000017834957,0.000072831426,0.0009899738,0.000033685592,0.20638542,0.79011303,0.000668987],"about_ca_topic_score_codex":0.000009287148,"about_ca_topic_score_gemma":0.000008103872,"teacher_disagreement_score":0.75866044,"about_ca_system_score_codex":0.00003888531,"about_ca_system_score_gemma":0.000040528048,"threshold_uncertainty_score":0.9998831},"labels":[],"label_agreement":null},{"id":"W4365935235","doi":"10.1007/978-3-031-18780-3_1","title":"Value","year":2023,"lang":"en","type":"book-chapter","venue":"Synthesis lectures on professionalism and career advancement for scientists and engineers","topic":"Biomedical Ethics and Regulation","field":"Medicine","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 Toronto","funders":"","keywords":"Value (mathematics); Mathematics; Statistics","score_opus":0.044227498422161456,"score_gpt":0.3044830105493212,"score_spread":0.26025551212715975,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4365935235","genre_codex":"commentary","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":[0.0058537447,0.12696956,0.05909754,0.3632745,0.0581694,0.02941492,0.009052464,0.0028430133,0.3453248],"genre_scores_gemma":[0.055153616,0.0045977845,0.0019573888,0.0025602593,0.00057255046,0.00028512365,0.00080871634,0.00019270199,0.93387187],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99842155,0.00000811099,0.00023252398,0.00048408544,0.0006040551,0.0002496941],"domain_scores_gemma":[0.9991986,0.00024684847,0.000081583676,0.00019109822,0.00010003494,0.00018179501],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00034021208,0.00028095275,0.00036266394,0.00023515259,0.00022803436,0.000030808435,0.00006488628,0.00036559594,0.00007794617],"category_scores_gemma":[0.000076424476,0.00019236028,0.00011645112,0.000046075544,0.00036797213,0.00003101963,0.000056479006,0.00027243813,0.000004479989],"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":[0.00018907075,0.000032898504,0.000003054624,0.0014548572,0.00024283321,0.000020227433,0.00024115702,0.000059126938,0.00041356555,0.804758,0.008535493,0.18404971],"study_design_scores_gemma":[0.0010986865,0.00034119704,0.00051358726,0.0035280937,0.0004358222,0.000021622678,0.00006595513,0.00094066095,0.00047962187,0.08669371,0.9052992,0.00058183435],"about_ca_topic_score_codex":0.0000022770087,"about_ca_topic_score_gemma":0.0000026655478,"teacher_disagreement_score":0.8967637,"about_ca_system_score_codex":0.000045492015,"about_ca_system_score_gemma":0.00008176647,"threshold_uncertainty_score":0.78442246},"labels":[],"label_agreement":null},{"id":"W4365935551","doi":"10.1007/978-3-031-18780-3_9","title":"Principles for Success","year":2023,"lang":"en","type":"book-chapter","venue":"Synthesis lectures on professionalism and career advancement for scientists and engineers","topic":"Business Strategies and Innovation","field":"Business, Management and Accounting","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 Toronto","funders":"","keywords":"Dynamite; Marketing; Engineering; Business; Engineering ethics; Geography; Archaeology","score_opus":0.06412719514262732,"score_gpt":0.2650679486292538,"score_spread":0.2009407534866265,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4365935551","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":[0.02061506,0.026400419,0.121124804,0.07719481,0.08128509,0.04067938,0.008759805,0.004210818,0.6197298],"genre_scores_gemma":[0.20134097,0.0019513178,0.0031515204,0.0070903976,0.0060993894,0.0040685986,0.0046958057,0.0008275969,0.7707744],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9983303,0.000001957899,0.00034859753,0.000597314,0.0003668672,0.00035494243],"domain_scores_gemma":[0.9990174,0.00019278206,0.00025750077,0.00020335756,0.00030733144,0.000021588658],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00038145692,0.00039881538,0.00036314985,0.00030045104,0.00049970363,0.000330824,0.00018945448,0.00019592489,0.0000637605],"category_scores_gemma":[0.00013615181,0.00031466738,0.000108075066,0.00010616268,0.00010839064,0.00038324328,0.00012033324,0.00012441982,0.0000053208287],"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":[0.00009510667,0.0000131700735,0.000011784911,0.0015479949,0.00006695712,0.0000015996168,0.00001890633,0.00028049134,0.000048596896,0.9558334,0.0059248353,0.036157154],"study_design_scores_gemma":[0.00049292756,0.000029440309,0.00031321205,0.0008418347,0.00014277337,9.00342e-7,0.00006177882,0.0016283017,0.000059802176,0.038060803,0.95781016,0.00055808533],"about_ca_topic_score_codex":0.000013008912,"about_ca_topic_score_gemma":0.000030672425,"teacher_disagreement_score":0.9518853,"about_ca_system_score_codex":0.000031457654,"about_ca_system_score_gemma":0.000028988432,"threshold_uncertainty_score":0.99993056},"labels":[],"label_agreement":null},{"id":"W4365935567","doi":"10.1007/978-3-031-18780-3_3","title":"Validation","year":2023,"lang":"en","type":"book-chapter","venue":"Synthesis lectures on professionalism and career advancement for scientists and engineers","topic":"Digital Accessibility for Disabilities","field":"Social 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 Toronto","funders":"","keywords":"Computer science","score_opus":0.054529266130381476,"score_gpt":0.31915982850059,"score_spread":0.26463056237020854,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4365935567","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":[0.012601082,0.007442127,0.0016018542,0.014098063,0.013705045,0.0075271255,0.004560469,0.0011735158,0.9372907],"genre_scores_gemma":[0.12991872,0.0010688156,0.00029214355,0.00029918647,0.00029678983,0.00039312415,0.0002799241,0.000098095676,0.8673532],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9980424,0.000024539057,0.00026371528,0.00058579363,0.00071878,0.0003647609],"domain_scores_gemma":[0.9987213,0.00067990297,0.00011169892,0.00020901622,0.00013278957,0.00014529597],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006862958,0.0002902283,0.0002996256,0.0001973653,0.0006612421,0.00023761207,0.0002107812,0.00020918569,0.00014614659],"category_scores_gemma":[0.00046310842,0.00024319183,0.00012042227,0.00006241361,0.0005013374,0.0002660161,0.0000877964,0.0001334001,0.000009723129],"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":[0.000040112318,0.000020419833,0.000016997656,0.00032789478,0.00006316862,0.0000015427297,0.0016593833,0.00004158414,0.000012510837,0.92153585,0.004151323,0.072129235],"study_design_scores_gemma":[0.00025195052,0.000083376886,0.000116953204,0.00078206556,0.0001037505,5.8509323e-7,0.0013092731,0.000023639286,0.00018784517,0.30360615,0.6929161,0.0006183238],"about_ca_topic_score_codex":0.000026833102,"about_ca_topic_score_gemma":0.000100204,"teacher_disagreement_score":0.68876475,"about_ca_system_score_codex":0.00011458178,"about_ca_system_score_gemma":0.00010508018,"threshold_uncertainty_score":0.99170744},"labels":[],"label_agreement":null},{"id":"W4365935604","doi":"10.1007/978-3-031-18780-3_4","title":"Identity","year":2023,"lang":"en","type":"book-chapter","venue":"Synthesis lectures on professionalism and career advancement for scientists and engineers","topic":"Educator Training and Historical Pedagogy","field":"Social 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 Toronto","funders":"","keywords":"Brother; Art; Hammer; Staring; Advertising; Aisle; Art history; Visual arts; Engineering; Psychology; Communication; Law; Political science; Business","score_opus":0.12372294917781076,"score_gpt":0.37747775570027425,"score_spread":0.2537548065224635,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4365935604","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":[0.002748036,0.038728878,0.005603434,0.03187216,0.0522358,0.0056209164,0.0026603055,0.0014719028,0.85905856],"genre_scores_gemma":[0.033784445,0.0029658747,0.00042520175,0.00054694805,0.0006803014,0.00022166056,0.00008859232,0.000092343886,0.96119463],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99816334,0.00002747172,0.00021562446,0.000536053,0.0006614679,0.00039603945],"domain_scores_gemma":[0.998853,0.0005580193,0.00010176166,0.00017386743,0.000102058606,0.00021125322],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006918126,0.0002675606,0.00031917004,0.00023548464,0.0010398916,0.0001104514,0.00020859402,0.00024665476,0.00016560782],"category_scores_gemma":[0.00030012132,0.0002336256,0.00011441495,0.000065733,0.00037495754,0.00012696529,0.00005528821,0.00021611928,0.000012063439],"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":[0.000024321998,0.000015681695,0.0000072770354,0.00015256158,0.000059298956,0.000004339892,0.0034137997,0.000013376113,0.000009597095,0.9489016,0.016979527,0.030418614],"study_design_scores_gemma":[0.00014966981,0.000047691698,0.000058762937,0.0003493889,0.00007900253,5.800767e-7,0.0010326613,0.0000062640365,0.000008082248,0.048333675,0.9495856,0.00034862306],"about_ca_topic_score_codex":0.00006194288,"about_ca_topic_score_gemma":0.00031877487,"teacher_disagreement_score":0.9326061,"about_ca_system_score_codex":0.00013573354,"about_ca_system_score_gemma":0.00016404013,"threshold_uncertainty_score":0.9526975},"labels":[],"label_agreement":null},{"id":"W4365935647","doi":"10.1007/978-3-031-18780-3_8","title":"Ethics","year":2023,"lang":"en","type":"book-chapter","venue":"Synthesis lectures on professionalism and career advancement for scientists and engineers","topic":"Biomedical Ethics and Regulation","field":"Medicine","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 Toronto","funders":"","keywords":"Competitor analysis; Business ethics; Business; Engineering ethics; Ethical issues; Public relations; Political science; Management; Engineering; Marketing; Economics","score_opus":0.07490293853925573,"score_gpt":0.33538353713784924,"score_spread":0.2604805985985935,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4365935647","genre_codex":"commentary","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":[0.002734005,0.09389708,0.05091417,0.56891686,0.04479987,0.0209368,0.0071467124,0.0022090788,0.20844541],"genre_scores_gemma":[0.04843368,0.0077440976,0.0019116128,0.0042142733,0.00057423377,0.00027707606,0.00087938615,0.00020452004,0.9357611],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.998254,0.000012164657,0.00024438658,0.0004937755,0.00074127695,0.00025440202],"domain_scores_gemma":[0.9988588,0.0005114134,0.00008881195,0.00019947274,0.00015529763,0.00018618004],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005819861,0.0002883487,0.00036774555,0.00023643226,0.0003044752,0.000034047607,0.00006897524,0.00061089627,0.000079678015],"category_scores_gemma":[0.00017752021,0.00019902464,0.00011540611,0.000048422302,0.00046838482,0.00003110708,0.0000617012,0.0005877769,0.0000043790965],"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":[0.00022468284,0.000037000023,0.000003252459,0.0024479048,0.0002755723,0.000023581706,0.0006612967,0.00004038373,0.0003932161,0.818839,0.008661284,0.16839284],"study_design_scores_gemma":[0.00088509603,0.00028986583,0.00032802348,0.0036709316,0.00036421284,0.000017818184,0.00008935837,0.00048030872,0.00034768184,0.071943015,0.92106587,0.00051779597],"about_ca_topic_score_codex":0.0000023477664,"about_ca_topic_score_gemma":0.0000062175986,"teacher_disagreement_score":0.9124046,"about_ca_system_score_codex":0.000045439494,"about_ca_system_score_gemma":0.00013291353,"threshold_uncertainty_score":0.8115989},"labels":[],"label_agreement":null},{"id":"W4365935918","doi":"10.1007/978-3-031-18780-3_2","title":"Competitive Advantage","year":2023,"lang":"en","type":"book-chapter","venue":"Synthesis lectures on professionalism and career advancement for scientists and engineers","topic":"Design Education and Practice","field":"Engineering","cited_by":93,"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 Toronto","funders":"","keywords":"Engineering; Studio; Waste management; Art; Telecommunications","score_opus":0.03382534823431747,"score_gpt":0.2771169698806559,"score_spread":0.24329162164633839,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4365935918","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":[0.0003867208,0.027850695,0.021168873,0.0046816636,0.02585702,0.0050077727,0.004652864,0.001878932,0.90851545],"genre_scores_gemma":[0.07102973,0.010185162,0.0024879496,0.0011378966,0.0005433564,0.00082810334,0.0007538548,0.00045353934,0.91258043],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9987152,0.000012364816,0.00022763049,0.00041080944,0.00033626473,0.00029767895],"domain_scores_gemma":[0.99888724,0.0006424878,0.00006324859,0.00020139456,0.00007213003,0.00013347443],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002544059,0.00037286288,0.00031291292,0.00024669577,0.00020266973,0.00007712065,0.00012677703,0.00017127553,0.00019061299],"category_scores_gemma":[0.00007970008,0.00032395707,0.00007978336,0.000048701804,0.00008860143,0.00012091095,0.00003753174,0.00024437008,0.00002319146],"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":[0.000068529516,0.00002039344,0.0000017213654,0.0008919736,0.0002545761,0.000012812928,0.00054696895,0.00089449715,0.000302297,0.88887167,0.026965555,0.081168994],"study_design_scores_gemma":[0.0002565798,0.00005128188,0.00003901589,0.0005911522,0.0001066145,0.000006390342,0.00029125818,0.0004317049,0.0003890594,0.006264721,0.99106073,0.0005114789],"about_ca_topic_score_codex":7.240814e-7,"about_ca_topic_score_gemma":0.0000058502283,"teacher_disagreement_score":0.9640952,"about_ca_system_score_codex":0.000060246774,"about_ca_system_score_gemma":0.000033404263,"threshold_uncertainty_score":0.99992126},"labels":[],"label_agreement":null},{"id":"W4365936068","doi":"10.1007/978-3-031-18780-3","title":"Ethical Tech Startup Guide","year":2023,"lang":"en","type":"book","venue":"Synthesis lectures on professionalism and career advancement for scientists and engineers","topic":"Innovation and Socioeconomic Development","field":"Business, Management and Accounting","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 Toronto","funders":"","keywords":"Engineering ethics; Psychology; Business; Engineering","score_opus":0.028628455688355314,"score_gpt":0.2727566894350626,"score_spread":0.24412823374670728,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4365936068","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":[0.009018549,0.008148833,0.028006515,0.13289933,0.06373629,0.016571285,0.002448087,0.0033601988,0.73581094],"genre_scores_gemma":[0.0062114713,0.0002623393,0.0010329495,0.015404033,0.0010866806,0.00070338725,0.0009215918,0.00016183479,0.9742157],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.998042,0.000008551204,0.0004228008,0.0006356836,0.00047864637,0.00041234988],"domain_scores_gemma":[0.9990887,0.000262747,0.00020008428,0.0002126588,0.0002029762,0.000032836775],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0009335604,0.00039532993,0.00039809907,0.00047861715,0.00051164714,0.00025475648,0.00021536216,0.000393269,0.00017820958],"category_scores_gemma":[0.00024455672,0.00032658566,0.000097462755,0.00013902146,0.00014298796,0.00017756615,0.00018219028,0.00039815635,0.000046292145],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000055963046,0.000024430827,0.00002086312,0.001052611,0.00013571407,0.000007831145,0.00015011335,0.000088419154,0.00003827395,0.4063941,0.55393815,0.03809357],"study_design_scores_gemma":[0.0003564028,0.0000120776085,0.00017593773,0.0004514984,0.0000603517,7.897551e-7,0.00013903483,0.0002871784,0.00002846192,0.018960616,0.9790653,0.00046235017],"about_ca_topic_score_codex":0.000007302913,"about_ca_topic_score_gemma":0.000016472057,"teacher_disagreement_score":0.42512718,"about_ca_system_score_codex":0.00014451597,"about_ca_system_score_gemma":0.00014199803,"threshold_uncertainty_score":0.99991864},"labels":[],"label_agreement":null},{"id":"W4365936154","doi":"10.1007/978-3-031-18780-3_7","title":"Team","year":2023,"lang":"en","type":"book-chapter","venue":"Synthesis lectures on professionalism and career advancement for scientists and engineers","topic":"Organizational Strategy and Culture","field":"Business, Management and Accounting","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 Toronto","funders":"","keywords":"Psychology; Political science","score_opus":0.02604556234371246,"score_gpt":0.2329844235195911,"score_spread":0.20693886117587862,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4365936154","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":[0.0037536412,0.019516343,0.004219857,0.022676926,0.022875665,0.008451099,0.002553164,0.0021357306,0.9138176],"genre_scores_gemma":[0.12591761,0.0008694765,0.00033386322,0.004687828,0.002315356,0.00033959502,0.0013114848,0.00029729112,0.8639275],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9985609,0.000002609552,0.00021373441,0.000520795,0.00042482276,0.0002771337],"domain_scores_gemma":[0.99942833,0.000105885185,0.00013293549,0.00015463625,0.00014867203,0.000029522975],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00019913766,0.00036347378,0.00028278326,0.0002205556,0.0004822719,0.00020519667,0.00015784672,0.00021304036,0.00026011321],"category_scores_gemma":[0.0000865101,0.0002756475,0.000085067004,0.00008850854,0.00009623844,0.00023336789,0.000102919636,0.00017607331,0.00004074288],"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":[0.00004614828,0.000016776736,0.000017459191,0.0005492901,0.00008856264,0.0000050254375,0.000042286072,0.00011444285,0.00006155648,0.9430327,0.040235944,0.015789816],"study_design_scores_gemma":[0.00031801095,0.000021288532,0.00032525026,0.00054737955,0.00015534941,0.0000015816272,0.00010354775,0.0001377658,0.00006661589,0.06717307,0.9306033,0.0005468149],"about_ca_topic_score_codex":0.0000047349195,"about_ca_topic_score_gemma":0.000020564637,"teacher_disagreement_score":0.8903674,"about_ca_system_score_codex":0.000025698895,"about_ca_system_score_gemma":0.000025039692,"threshold_uncertainty_score":0.99996954},"labels":[],"label_agreement":null}]}