{"meta":{"query_hash":"0140ae90d095","filters":{"venue":"Springer proceedings in business and economics"},"cohort_total":51,"direct_labels_cover":0,"predictions_cover":51,"exported":51,"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/0140ae90d095","api":"https://metacan.xera.ac/api/v1/cohort?venue=Springer+proceedings+in+business+and+economics"},"results":[{"id":"W2465795407","doi":"10.1007/978-3-319-23228-7_6","title":"Dynamic Technical Efficiency","year":2015,"lang":"en","type":"book-chapter","venue":"Springer proceedings in business and economics","topic":"Fiscal Policy and Economic Growth","field":"Economics, Econometrics and Finance","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":"Carleton University","funders":"","keywords":"Inference; Gaussian; Indirect Inference; Computer science; Econometrics; Coverage probability; Set (abstract data type); Confidence interval; Algorithm; Statistics; Mathematics; Artificial intelligence","score_opus":0.03393441882780097,"score_gpt":0.21285283335042118,"score_spread":0.17891841452262022,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2465795407","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.015826434,0.0028688028,0.32135326,0.0058298465,0.0005720379,0.00006273216,0.00036944478,0.0005957324,0.65252167],"genre_scores_gemma":[0.5188388,0.005272063,0.057531603,0.0017247328,0.0014466092,0.00030934555,0.0008627608,0.0014783082,0.41253582],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9976584,0.00064141606,0.00011084387,0.00050650473,0.0008479035,0.00023505067],"domain_scores_gemma":[0.9953792,0.0018025482,0.00028285754,0.0015988718,0.0007622874,0.00017426682],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0027116127,0.001077382,0.0012130135,0.0022037579,0.0011527874,0.005041007,0.001126796,0.0018492682,0.04008614],"category_scores_gemma":[0.011812252,0.000697222,0.0011895162,0.0018574091,0.0035446703,0.0069576087,0.003727312,0.0037050028,0.009542912],"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":[0.000007159332,0.000013035384,0.00005097202,0.00002630908,0.00000825812,0.000013343339,0.000042914395,0.0016431295,0.00021189747,0.978237,0.006249167,0.01349694],"study_design_scores_gemma":[0.0000047552126,0.0000059607337,0.000109358,0.00002080528,0.000006003051,0.000049768492,0.000021478367,0.00444908,0.00029621512,0.97677577,0.018255338,0.0000055610453],"about_ca_topic_score_codex":0.0004690221,"about_ca_topic_score_gemma":0.0003016111,"teacher_disagreement_score":0.04008614,"about_ca_system_score_codex":0.0024216613,"about_ca_system_score_gemma":0.0012151494,"threshold_uncertainty_score":0.13410151},"labels":[],"label_agreement":null},{"id":"W2477379902","doi":"10.1007/978-3-319-29058-4_32","title":"Proximity Marketing as an Enabler of Mass Customization and Personalization in a Customer Service Experience","year":2016,"lang":"en","type":"book-chapter","venue":"Springer proceedings in business and economics","topic":"Consumer Behavior in Brand Consumption and Identification","field":"Business, Management and Accounting","cited_by":33,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université du Québec à Montréal","funders":"","keywords":"Enabling; Mass customization; Personalization; Business; Marketing; Service (business); Psychology","score_opus":0.023172189125719413,"score_gpt":0.21951617123757874,"score_spread":0.19634398211185933,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2477379902","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.34383333,0.015732713,0.024299601,0.005741633,0.0004895748,0.00019750884,0.00012601676,0.00048575006,0.6090938],"genre_scores_gemma":[0.84741753,0.012303398,0.022517158,0.0009546911,0.00045532934,0.00009636927,0.00009300316,0.00012888724,0.11603365],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9996538,0.00012772235,0.000009266819,0.000043990818,0.00011746647,0.000047672413],"domain_scores_gemma":[0.99967825,0.00018242499,0.000036716734,0.000023220002,0.000019924542,0.00005946475],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00045587984,0.00023318676,0.00013745435,0.0004453328,0.00070357707,0.003928917,0.00032861435,0.0007766737,0.011944227],"category_scores_gemma":[0.00067475135,0.00013512053,0.00023927791,0.00065991835,0.0009069722,0.0036715323,0.0019548936,0.0010127086,0.0012939866],"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":[0.00019709494,0.00032780264,0.008592878,0.0011752947,0.000032729422,0.0019364458,0.0628953,0.00065963727,0.017220212,0.19283834,0.026589727,0.6875346],"study_design_scores_gemma":[0.000020572152,0.00068216375,0.04491371,0.0011196946,0.0000885262,0.007833714,0.03929788,0.0032031976,0.0076771528,0.041740775,0.85334384,0.00007881338],"about_ca_topic_score_codex":0.00042575187,"about_ca_topic_score_gemma":0.0010103331,"teacher_disagreement_score":0.011944227,"about_ca_system_score_codex":0.0005167491,"about_ca_system_score_gemma":0.00038840328,"threshold_uncertainty_score":0.039957464},"labels":[],"label_agreement":null},{"id":"W2559148200","doi":"10.1007/978-3-319-43434-6_52","title":"Work Motivation in Temporary Organizations: A Review of Literature Grounded in Job Design Perspective","year":2016,"lang":"en","type":"review","venue":"Springer proceedings in business and economics","topic":"Job Satisfaction and Organizational Behavior","field":"Business, Management and Accounting","cited_by":6,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université du Québec à Trois-Rivières","funders":"","keywords":"Conceptualization; Perspective (graphical); Work (physics); Job design; Knowledge management; Psychology; Industrial and organizational psychology; Job characteristic theory; Epistemology; Focus (optics); Sociology; Engineering ethics; Management science; Social psychology; Computer science; Job performance; Engineering; Job satisfaction; Artificial intelligence","score_opus":0.02962021185250948,"score_gpt":0.2511838795520339,"score_spread":0.22156366769952443,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2559148200","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0006926854,0.99839467,0.00010327919,0.0004026497,0.00005760448,0.000004966188,0.000015694694,0.0000014845039,0.00032689422],"genre_scores_gemma":[0.0073832856,0.99189866,0.00028504693,0.00018952906,0.00011000423,0.00001259376,0.000023094231,0.0000010653163,0.000096664146],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99913836,0.0002552803,0.00015526886,0.00014327726,0.00024857486,0.000059192967],"domain_scores_gemma":[0.9956002,0.0032036658,0.00054018677,0.000042395885,0.0004874548,0.0001261688],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0023223315,0.00061820203,0.0017399207,0.0058657667,0.0005065787,0.002847496,0.0010145545,0.0016399232,0.0017991224],"category_scores_gemma":[0.0048361984,0.00037063792,0.0010234446,0.007466585,0.0010266624,0.001986475,0.0012848214,0.0012787398,0.0002450431],"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":[0.00010552656,0.0001979176,0.005021744,0.07867652,0.00035468146,0.00022451398,0.0010173526,0.00030423095,0.00032450235,0.00559353,0.007022348,0.9011571],"study_design_scores_gemma":[0.00009245959,0.00055894203,0.088098496,0.28094524,0.0026643109,0.003598973,0.007909854,0.00073517766,0.00076920923,0.013845761,0.6005742,0.00020734285],"about_ca_topic_score_codex":0.0031863993,"about_ca_topic_score_gemma":0.0074207126,"teacher_disagreement_score":0.0058657667,"about_ca_system_score_codex":0.0013441581,"about_ca_system_score_gemma":0.0043381574,"threshold_uncertainty_score":0.012281835},"labels":[],"label_agreement":null},{"id":"W2559406220","doi":"10.1007/978-3-319-43434-6_51","title":"Weathering the Storm: Financial Variable as a Key Influence to Entrepreneurial Venture Survival Over Time in Canada","year":2016,"lang":"en","type":"book-chapter","venue":"Springer proceedings in business and economics","topic":"Firm Innovation and Growth","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Entrepreneurship; Business; Finance; Retained earnings; Venture capital; Disadvantaged; Earnings; Variable (mathematics); Equity (law); Causation; Economics; Economic growth; Dividend","score_opus":0.008645583080224823,"score_gpt":0.16160455099921994,"score_spread":0.15295896791899513,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2559406220","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9602628,0.007067677,0.0002858995,0.010009945,0.00015732837,0.000026513737,0.003994927,0.000021962325,0.018172987],"genre_scores_gemma":[0.98706263,0.0032788378,0.000121266334,0.00027163446,0.000045749443,0.000006347621,0.00095532706,0.00001696762,0.008241335],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9993131,0.000042197793,0.000030064564,0.00005947467,0.00018520077,0.00036994775],"domain_scores_gemma":[0.9951637,0.00061871245,0.0007134163,0.00008927166,0.0017329952,0.0016818284],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00081542664,0.00020310639,0.00038515858,0.001244138,0.0036097532,0.003418106,0.0010881667,0.0009173458,0.00575958],"category_scores_gemma":[0.0050897053,0.00018597131,0.0004791574,0.004254407,0.0014085968,0.0008093224,0.0014182682,0.0016082765,0.0002684621],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00018844362,0.00007275604,0.9264449,0.00008125926,0.00013771087,0.0004628596,0.0069199433,0.0012513017,0.00018035996,0.006428894,0.022037495,0.035794232],"study_design_scores_gemma":[0.000012617733,0.000020331261,0.9628576,0.0001577401,0.000083993364,0.000091546586,0.016632378,0.0012080284,0.00013550199,0.0010035892,0.017745696,0.000050993305],"about_ca_topic_score_codex":0.9973507,"about_ca_topic_score_gemma":0.9988028,"teacher_disagreement_score":0.02763179,"about_ca_system_score_codex":0.02763179,"about_ca_system_score_gemma":0.08400993,"threshold_uncertainty_score":0.20048362},"labels":[],"label_agreement":null},{"id":"W2582874154","doi":"10.1007/978-3-319-29058-4","title":"Managing Complexity","year":2016,"lang":"en","type":"book","venue":"Springer proceedings in business and economics","topic":"Product Development and Customization","field":"Business, Management and Accounting","cited_by":9,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université du Québec à Montréal","funders":"","keywords":"Mass customization; Personalization; Computer science; Volume (thermodynamics); Data science; World Wide Web; Physics","score_opus":0.020467285147918186,"score_gpt":0.18711982397019958,"score_spread":0.1666525388222814,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2582874154","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.007230181,0.008244637,0.09678789,0.014314973,0.0013436846,0.00007182927,0.00018712848,0.00071767205,0.8711019],"genre_scores_gemma":[0.33441573,0.014548058,0.05522455,0.0033624666,0.0027010427,0.00039005812,0.0010074272,0.001055071,0.58729553],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99905354,0.0001828079,0.000036264224,0.00013846876,0.00049417577,0.000094902905],"domain_scores_gemma":[0.9985612,0.0005324645,0.00008769455,0.0003938891,0.00027490917,0.00014985974],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007575347,0.0007863055,0.0004939891,0.0012630167,0.0014818755,0.005930122,0.0008480852,0.0011689339,0.04361941],"category_scores_gemma":[0.004412553,0.0003391899,0.00047098644,0.0010662803,0.0031697808,0.009266127,0.00535485,0.002332933,0.008340675],"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":[0.000015401763,0.00002933884,0.00030521606,0.00013335784,0.000015606784,0.000081379265,0.0012221877,0.0022169692,0.00058345275,0.7826438,0.064223245,0.14853005],"study_design_scores_gemma":[0.0000045449933,0.000010567306,0.00022475225,0.0000921286,0.000007495879,0.00008855891,0.0005447557,0.0020661752,0.00030094897,0.6442953,0.35235512,0.000009649089],"about_ca_topic_score_codex":0.001479318,"about_ca_topic_score_gemma":0.0018990987,"teacher_disagreement_score":0.04361941,"about_ca_system_score_codex":0.0019730923,"about_ca_system_score_gemma":0.0020238303,"threshold_uncertainty_score":0.14592153},"labels":[],"label_agreement":null},{"id":"W2735090454","doi":"10.1007/978-3-319-68678-3_13","title":"Estimation of Health Care Demand and its Implication on Income Effects of Individuals","year":2018,"lang":"en","type":"book-chapter","venue":"Springer proceedings in business and economics","topic":"Healthcare Policy and Management","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":"Carleton University","funders":"","keywords":"Estimation; Economics; Econometrics; Demographic economics; Psychology","score_opus":0.025783563595318346,"score_gpt":0.24913846341602022,"score_spread":0.2233548998207019,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2735090454","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.72920156,0.003892861,0.23292196,0.005752557,0.00016354605,0.000081844846,0.0031916162,0.00017363126,0.024620444],"genre_scores_gemma":[0.97302,0.0013824502,0.014825473,0.00013774118,0.00012504515,0.000039879906,0.0019137198,0.000039766957,0.008515822],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9995691,0.00027026943,0.000017811451,0.00005610893,0.000044965633,0.000041777377],"domain_scores_gemma":[0.99245054,0.007021903,0.00015351038,0.00016624996,0.00013370885,0.000073973126],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0015498904,0.0003622406,0.0005384804,0.0005614105,0.00014456612,0.0011347877,0.0006526924,0.00087113824,0.0058677797],"category_scores_gemma":[0.008994022,0.0004811296,0.00072620576,0.00067013776,0.0004233963,0.001014585,0.0006768239,0.0008658259,0.00050396856],"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":[0.00041745434,0.00035176988,0.118317604,0.00033009297,0.00037371131,0.00032393413,0.00027550277,0.68136966,0.0020814156,0.07012101,0.006323126,0.11971479],"study_design_scores_gemma":[0.000025423187,0.00008874715,0.040366754,0.00006153799,0.00007370846,0.00006432002,0.00028044093,0.88114494,0.0010229914,0.07454951,0.0022890156,0.000032559976],"about_ca_topic_score_codex":0.008772737,"about_ca_topic_score_gemma":0.005708272,"teacher_disagreement_score":0.008772737,"about_ca_system_score_codex":0.0006926493,"about_ca_system_score_gemma":0.0005144238,"threshold_uncertainty_score":0.019629657},"labels":[],"label_agreement":null},{"id":"W2749095773","doi":"10.1007/978-3-319-58589-5_8","title":"Optimal Production Planning Strategy for Deteriorating Items in Terms of Emission Tax, Pollution, and R&D Investment","year":2017,"lang":"en","type":"book-chapter","venue":"Springer proceedings in business and economics","topic":"Climate Change Policy and Economics","field":"Economics, Econometrics and Finance","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":"Becton Dickinson (Canada)","funders":"","keywords":"Optimal control; Investment (military); Production (economics); Bellman equation; Control (management); Economics; Function (biology); Value (mathematics); Microeconomics; Pollution; State variable; State (computer science); Operations research; Mathematical optimization; Environmental economics; Computer science; Mathematical economics; Mathematics; Statistics; Political science","score_opus":0.12997315533066484,"score_gpt":0.27359692723966444,"score_spread":0.1436237719089996,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2749095773","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.10935158,0.0032518522,0.8298269,0.0023529746,0.00020534452,0.00040887206,0.0009826166,0.00052375835,0.053096175],"genre_scores_gemma":[0.8835726,0.0023761399,0.09336438,0.0001645966,0.00011376432,0.00035504784,0.00049950153,0.00017273774,0.019381225],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9995448,0.00013299093,0.000021297144,0.00012489602,0.0000666808,0.00010922617],"domain_scores_gemma":[0.99932456,0.00035439228,0.00008121606,0.000028751843,0.00011911104,0.00009192819],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0012049652,0.0014328744,0.0020886906,0.0011598616,0.0007596235,0.0031649605,0.0018601656,0.0023771091,0.008979694],"category_scores_gemma":[0.0017214312,0.0015213687,0.0013978153,0.0014632787,0.00082616747,0.0021885275,0.0011575001,0.0016607572,0.0009041602],"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":[0.00008104567,0.00004924066,0.00041155674,0.0001234409,0.00004167523,0.00012026304,0.00005439301,0.96249634,0.0015487919,0.019672737,0.0018799149,0.013520649],"study_design_scores_gemma":[0.00002132908,0.000054457454,0.0004818463,0.00003549215,0.000034073728,0.000029369834,0.000057577094,0.97266924,0.00050108146,0.025075283,0.0010193228,0.000021017437],"about_ca_topic_score_codex":0.011812825,"about_ca_topic_score_gemma":0.010976062,"teacher_disagreement_score":0.011812825,"about_ca_system_score_codex":0.0032446478,"about_ca_system_score_gemma":0.002705698,"threshold_uncertainty_score":0.030040145},"labels":[],"label_agreement":null},{"id":"W2784266647","doi":"10.1007/978-3-030-47106-4_2","title":"The Difference Approach to Productivity Measurement and Exact Indicators","year":2020,"lang":"en","type":"book-chapter","venue":"Springer proceedings in business and economics","topic":"Efficiency Analysis Using DEA","field":"Decision Sciences","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 British Columbia","funders":"","keywords":"Productivity; Econometrics; Environmental science; Statistics; Computer science; Mathematics; Economics; Macroeconomics","score_opus":0.08039586757204266,"score_gpt":0.26272063835931936,"score_spread":0.1823247707872767,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2784266647","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0011963212,0.0037599893,0.9805064,0.0007335806,0.00035588015,0.000013476941,0.00008435403,0.00008748792,0.013262435],"genre_scores_gemma":[0.18462262,0.008953519,0.77286553,0.0009397379,0.0017101848,0.00029735896,0.00041213745,0.00036350265,0.029835502],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.98837274,0.0058884644,0.00083847414,0.0012897737,0.003237127,0.00037352994],"domain_scores_gemma":[0.98557776,0.01062734,0.00057782786,0.0019637493,0.0011276746,0.00012563998],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007736278,0.0013043166,0.002012061,0.0033246658,0.0005551679,0.004586376,0.002192536,0.0024218676,0.0062601385],"category_scores_gemma":[0.02183325,0.0009540556,0.001492899,0.006660156,0.004484006,0.007805103,0.0031142149,0.004883892,0.0021089942],"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":[0.000023568296,0.000024615601,0.0003119576,0.00014277597,0.00003470323,0.000025706699,0.00006895036,0.0067679547,0.0004288538,0.8931355,0.0032499987,0.09578552],"study_design_scores_gemma":[0.0000052309383,0.000021254044,0.00029102288,0.000034793873,0.000013054598,0.00008185998,0.00003327872,0.026787875,0.0006803886,0.95708597,0.014944173,0.000021133823],"about_ca_topic_score_codex":0.00086842565,"about_ca_topic_score_gemma":0.00064215285,"teacher_disagreement_score":0.007736278,"about_ca_system_score_codex":0.0017543589,"about_ca_system_score_gemma":0.0011576969,"threshold_uncertainty_score":0.04091388},"labels":[],"label_agreement":null},{"id":"W2787834189","doi":"10.1007/978-3-319-68678-3_9","title":"The Decline of Manufacturing in Canada: Resource Curse, Productivity Malaise or Natural Evolution?","year":2018,"lang":"en","type":"book-chapter","venue":"Springer proceedings in business and economics","topic":"Economic Growth and Productivity","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":true,"ca_institutions":"Lakehead University","funders":"","keywords":"Dutch disease; Manufacturing sector; Productivity; Liberian dollar; Commodity; Economics; Manufacturing; Natural resource; Recession; Economy; Business; Exchange rate; Market economy; International economics; Economic growth; Political science; Monetary economics; Macroeconomics","score_opus":0.017596807344710162,"score_gpt":0.18162034419592943,"score_spread":0.16402353685121926,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2787834189","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.20501298,0.12413458,0.0026401172,0.32544598,0.0029897692,0.000065557804,0.010403786,0.00043205722,0.32887515],"genre_scores_gemma":[0.78519905,0.050661962,0.002238583,0.0109300865,0.0006546224,0.000023737253,0.0024220764,0.00021170247,0.14765811],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99904543,0.000028783725,0.00002362238,0.00008387969,0.0003339963,0.0004843904],"domain_scores_gemma":[0.9984487,0.00013276658,0.00014129249,0.00006875724,0.00088374625,0.0003247204],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008501302,0.00043377292,0.0005807536,0.0021575473,0.005351189,0.0049944418,0.0016572145,0.0018463657,0.013546033],"category_scores_gemma":[0.0037514698,0.0002895871,0.00053013396,0.0066193333,0.0037036212,0.0018883682,0.0010532932,0.0021023955,0.0008505191],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00020138644,0.000044355453,0.04339423,0.000468695,0.000119957134,0.0006343384,0.0073126717,0.0039234073,0.0008655533,0.40381873,0.33006692,0.20914978],"study_design_scores_gemma":[0.00002141831,0.000020725689,0.15462375,0.0006186684,0.00004430399,0.00023413173,0.007070595,0.0020753976,0.00053391786,0.025348734,0.80931765,0.000090716574],"about_ca_topic_score_codex":0.9972367,"about_ca_topic_score_gemma":0.9984707,"teacher_disagreement_score":0.10343248,"about_ca_system_score_codex":0.10343248,"about_ca_system_score_gemma":0.18824078,"threshold_uncertainty_score":0.75045866},"labels":[],"label_agreement":null},{"id":"W2902368732","doi":"10.1007/978-981-13-1507-7_12","title":"India’s Intra-industry Trade: Implication on Vertical Specialization, Environment and Employment","year":2018,"lang":"en","type":"book-chapter","venue":"Springer proceedings in business and economics","topic":"Global trade and economics","field":"Economics, Econometrics and Finance","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":"China; International economics; Liberalization; Promotion (chess); International trade; Business; Economics; Geography; Market economy; Political science","score_opus":0.0370740373001907,"score_gpt":0.1956333561423494,"score_spread":0.15855931884215868,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2902368732","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.46453443,0.012035755,0.0011088774,0.01546734,0.00045350273,0.00001265559,0.0014661546,0.00007882966,0.50484246],"genre_scores_gemma":[0.96740294,0.004328051,0.00021471817,0.0005000333,0.00017873227,0.0000047920676,0.00032829534,0.000014868774,0.027027564],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","domain_scores_codex":[0.99985516,0.000018611938,0.000005202555,0.000020737174,0.00003260661,0.00006756266],"domain_scores_gemma":[0.99967086,0.00012622555,0.000061758255,0.000027274744,0.00006559828,0.0000483995],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00015330987,0.00023044321,0.00016440054,0.0008135348,0.00059400813,0.0021574025,0.00029612108,0.00038263464,0.008476337],"category_scores_gemma":[0.0005053802,0.0001136813,0.0003684068,0.0024706584,0.000965565,0.0006413476,0.0010442855,0.000981371,0.00066764816],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0004459961,0.00017034583,0.10041879,0.00068346784,0.00024568534,0.0022315953,0.00592494,0.004953403,0.004364554,0.67461467,0.050233185,0.15571345],"study_design_scores_gemma":[0.000035668745,0.00021777237,0.541959,0.0006396896,0.00025470028,0.0019564405,0.01304874,0.0023863881,0.0028097318,0.15628919,0.28032845,0.00007427194],"about_ca_topic_score_codex":0.022786018,"about_ca_topic_score_gemma":0.036902133,"teacher_disagreement_score":0.022786018,"about_ca_system_score_codex":0.001496526,"about_ca_system_score_gemma":0.0013942994,"threshold_uncertainty_score":0.0453068},"labels":[],"label_agreement":null},{"id":"W2902471885","doi":"10.1007/978-981-13-1507-7_15","title":"Challenges in Construction of Regional Accounts in India","year":2018,"lang":"en","type":"book-chapter","venue":"Springer proceedings in business and economics","topic":"Global Financial Crisis and Policies","field":"Economics, Econometrics and Finance","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":"Geography","score_opus":0.05298259841765899,"score_gpt":0.21566034440454718,"score_spread":0.1626777459868882,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2902471885","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.17165637,0.02126755,0.21645509,0.14947478,0.002405977,0.00060161704,0.004532735,0.0030624701,0.43054333],"genre_scores_gemma":[0.8940964,0.008011093,0.07477791,0.00095170183,0.000624003,0.00017885411,0.0013892829,0.00068074506,0.019290049],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.992516,0.00412237,0.00055398146,0.000535712,0.0016222979,0.0006497124],"domain_scores_gemma":[0.9795885,0.008652339,0.0012811556,0.0038256196,0.005431041,0.001221417],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.012014803,0.00042038882,0.0007043674,0.0035859086,0.0033125551,0.019260308,0.0035866566,0.001703269,0.00743677],"category_scores_gemma":[0.046126,0.00088239275,0.0007980224,0.008654158,0.00535467,0.010605926,0.005979177,0.0038258885,0.0018256293],"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":[0.000022721131,0.000027451859,0.004360565,0.00016143448,0.000025462508,0.00020834571,0.0033867534,0.010399731,0.00013268327,0.8707793,0.018843992,0.09165164],"study_design_scores_gemma":[0.000012123889,0.000028320974,0.010124596,0.00077147374,0.000044155622,0.0002783757,0.013483565,0.022732403,0.0006726007,0.6046599,0.34710777,0.0000846415],"about_ca_topic_score_codex":0.060004912,"about_ca_topic_score_gemma":0.06387281,"teacher_disagreement_score":0.060004912,"about_ca_system_score_codex":0.008090496,"about_ca_system_score_gemma":0.023107158,"threshold_uncertainty_score":0.11931133},"labels":[],"label_agreement":null},{"id":"W2907397489","doi":"10.1007/978-3-030-04726-9_4","title":"A T-shaped Measure of Multidisciplinarity in Academic Research Networks: The GRAND Case Study","year":2018,"lang":"en","type":"book-chapter","venue":"Springer proceedings in business and economics","topic":"Interdisciplinary Research and Collaboration","field":"Decision Sciences","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; University of Alberta","funders":"","keywords":"Multidisciplinary approach; Excellence; Service (business); Grand Challenges; Scale (ratio); Economic shortage; Work (physics); Political science; Public relations; Sociology; Engineering; Business; Social science; Geography; Marketing","score_opus":0.22133312116788176,"score_gpt":0.4214987924585189,"score_spread":0.20016567129063714,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2907397489","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":"methods","model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":"methods","domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.60449237,0.0027815567,0.30638453,0.005063807,0.00017970019,0.00030073142,0.0007048888,0.00021955764,0.07987289],"genre_scores_gemma":[0.96776575,0.00041357914,0.027567768,0.00014382691,0.00004765642,0.0001483786,0.00012407242,0.000057522455,0.0037315704],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","domain_scores_codex":[0.99597245,0.0025838288,0.00011203422,0.0005879485,0.00046720338,0.00027644585],"domain_scores_gemma":[0.96098465,0.028656233,0.00318445,0.0022920447,0.002864516,0.0020180747],"candidate_categories":["metaresearch","bibliometrics"],"consensus_categories":[],"category_scores_codex":[0.008634291,0.0004195173,0.0006732839,0.0023930809,0.001237351,0.0044544446,0.0016306884,0.0024812862,0.0050863842],"category_scores_gemma":[0.050532676,0.00024817613,0.0011000423,0.0046339016,0.0029792434,0.0057536634,0.0022521045,0.0020861886,0.00060429744],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00039087827,0.0002184779,0.040309615,0.00024791664,0.00017852713,0.0009060945,0.006662406,0.039146844,0.0018959971,0.80909425,0.008038006,0.09291104],"study_design_scores_gemma":[0.000050490824,0.00044166553,0.021681497,0.00015605235,0.0000913827,0.0014655198,0.0067866617,0.20840618,0.0009295585,0.75209534,0.0077992403,0.000096424425],"about_ca_topic_score_codex":0.0019233156,"about_ca_topic_score_gemma":0.0018013779,"teacher_disagreement_score":0.99760693,"about_ca_system_score_codex":0.0025731507,"about_ca_system_score_gemma":0.0012830672,"threshold_uncertainty_score":0.045663},"labels":[],"label_agreement":null},{"id":"W2954381643","doi":"10.1007/978-3-030-12453-3_38","title":"The Role of Social Relations in Fostering Entrepreneurship and Creative Use of SME Resources","year":2019,"lang":"en","type":"book-chapter","venue":"Springer proceedings in business and economics","topic":"Entrepreneurship Studies and Influences","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":"Laurentian University","funders":"","keywords":"Entrepreneurship; Business; Knowledge management; Social entrepreneurship; Computer science","score_opus":0.024842353999358836,"score_gpt":0.19865262792833913,"score_spread":0.1738102739289803,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2954381643","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.3879663,0.009523487,0.0038403121,0.006308848,0.00013918195,0.000028207822,0.000041016076,0.0000383124,0.5921143],"genre_scores_gemma":[0.9802069,0.0026938315,0.00097033393,0.00013389203,0.00008454037,0.00001656413,0.000011713712,0.000016055976,0.015866226],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","domain_scores_codex":[0.99931824,0.00038148242,0.000016991491,0.00004424039,0.00012373705,0.00011520292],"domain_scores_gemma":[0.997329,0.001963312,0.00023274863,0.00009504914,0.00008625582,0.00029350328],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0012343981,0.00016243146,0.00014703936,0.000957065,0.0014666455,0.0046315026,0.00037645875,0.0005996101,0.007267066],"category_scores_gemma":[0.0020141879,0.00013282923,0.00023374014,0.0010052975,0.003755628,0.0021629971,0.0022820008,0.0007546221,0.0003875014],"study_design_candidate":"qualitative","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00016902042,0.00045189267,0.018006148,0.00037576573,0.000067956236,0.000846756,0.043287475,0.0010492131,0.0060347933,0.61036426,0.005273823,0.31407297],"study_design_scores_gemma":[0.000052268475,0.0003713319,0.13516675,0.0008560951,0.00009185212,0.0010800487,0.053254366,0.0028931154,0.0042139203,0.5904906,0.21146496,0.00006478166],"about_ca_topic_score_codex":0.0010766966,"about_ca_topic_score_gemma":0.0032020253,"teacher_disagreement_score":0.007267066,"about_ca_system_score_codex":0.0009756906,"about_ca_system_score_gemma":0.0012210499,"threshold_uncertainty_score":0.024310708},"labels":[],"label_agreement":null},{"id":"W2954880149","doi":"10.1007/978-3-030-12453-3_65","title":"European Works Councils in the Hotel Industry","year":2019,"lang":"en","type":"book-chapter","venue":"Springer proceedings in business and economics","topic":"Labor Movements and Unions","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":"Laurentian University","funders":"","keywords":"European union; Business; Hotel industry; Focus (optics); Marketing; Political science; International trade","score_opus":0.029137450542307326,"score_gpt":0.2293098865716522,"score_spread":0.20017243602934487,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2954880149","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.041215498,0.035205625,0.0004425456,0.010849102,0.0014063139,0.000023150234,0.00006226587,0.00002434082,0.9107711],"genre_scores_gemma":[0.4695401,0.00951212,0.00025624494,0.0015088026,0.0005893896,0.000022597489,0.00011244406,0.000041356943,0.5184169],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9979114,0.00080215663,0.00004755411,0.00016156597,0.0003279591,0.0007493029],"domain_scores_gemma":[0.9986737,0.00038206507,0.000118168544,0.000103272,0.00016924393,0.0005535314],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0020448072,0.00024123165,0.00031106718,0.0015097751,0.005550991,0.006647996,0.0010756539,0.0023361659,0.02893161],"category_scores_gemma":[0.0027463213,0.00030929167,0.000295515,0.004084338,0.003426797,0.0022452949,0.0043142717,0.002213834,0.0017865169],"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":[0.00018495321,0.00014773755,0.0031658246,0.0001788767,0.000015933985,0.00039526797,0.010694778,0.0006128254,0.00013248528,0.7149827,0.12150749,0.14798118],"study_design_scores_gemma":[0.000018997516,0.000026789745,0.0131086,0.00042148295,0.0000074645077,0.0000828002,0.013515839,0.00017272867,0.00008398589,0.012124571,0.96042603,0.00001058297],"about_ca_topic_score_codex":0.040624,"about_ca_topic_score_gemma":0.08793939,"teacher_disagreement_score":0.040624,"about_ca_system_score_codex":0.0072765355,"about_ca_system_score_gemma":0.006921472,"threshold_uncertainty_score":0.0967859},"labels":[],"label_agreement":null},{"id":"W3011251687","doi":"10.1007/978-3-030-36126-6_1","title":"European Works Councils in the Airline Industry","year":2020,"lang":"en","type":"book-chapter","venue":"Springer proceedings in business and economics","topic":"Labor Movements and Unions","field":"Social Sciences","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":"Laurentian University","funders":"","keywords":"Multinational corporation; Business; Directive; Competition (biology); Equity (law); Work (physics); International trade; Political science; Finance; Engineering; Law","score_opus":0.03438310179224793,"score_gpt":0.23170781871625595,"score_spread":0.19732471692400802,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3011251687","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.025491709,0.03911833,0.00042163546,0.016805943,0.001115706,0.00001720595,0.000044463366,0.0000195741,0.9169654],"genre_scores_gemma":[0.42882746,0.012454688,0.0003284584,0.0032647147,0.0007569609,0.00003562072,0.00013032091,0.000049329083,0.5541524],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","domain_scores_codex":[0.9973441,0.0010406506,0.00006590846,0.0002799714,0.00047047052,0.0007989834],"domain_scores_gemma":[0.99838364,0.0007340275,0.00015715825,0.00014297337,0.00020639278,0.0003758536],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0024508354,0.00028640754,0.00032234492,0.001900723,0.005912226,0.0071661333,0.0011341824,0.003882283,0.021561066],"category_scores_gemma":[0.0038767555,0.00034549375,0.00025725993,0.004867272,0.004759117,0.0030120485,0.0041483846,0.0029302558,0.0014052913],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000058063502,0.000076278724,0.0010843073,0.00007433904,0.000007896896,0.0001558306,0.007441583,0.0004098777,0.0000673246,0.83927345,0.0783263,0.073024765],"study_design_scores_gemma":[0.000014208204,0.00001742789,0.007404833,0.0004068951,0.000005638787,0.00004991329,0.00790336,0.00013985425,0.00006763238,0.023228915,0.9607544,0.0000069063362],"about_ca_topic_score_codex":0.047500517,"about_ca_topic_score_gemma":0.08114164,"teacher_disagreement_score":0.047500517,"about_ca_system_score_codex":0.008873133,"about_ca_system_score_gemma":0.0069294805,"threshold_uncertainty_score":0.09444809},"labels":[],"label_agreement":null},{"id":"W3012460267","doi":"10.1007/978-3-030-36126-6_19","title":"Transformative Role of Work-Integrated Learning in Industrial and Post-Industrial Society: The Russian Experience","year":2020,"lang":"en","type":"book-chapter","venue":"Springer proceedings in business and economics","topic":"Higher Education and Employability","field":"Social Sciences","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":"Laurentian University","funders":"","keywords":"Transformative learning; Experiential learning; Pace; Lifelong learning; Work (physics); Experiential education; Deregulation; Planned economy; Political science; Sociology; Engineering; Economic system; Pedagogy; Economics; Market economy; Geography","score_opus":0.039718641759144434,"score_gpt":0.25060666952645516,"score_spread":0.21088802776731072,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3012460267","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.46443996,0.0062979297,0.0018349881,0.0051555056,0.00019024312,0.000028537786,0.00005811092,0.000047510825,0.52194726],"genre_scores_gemma":[0.975577,0.001386994,0.00020174478,0.00007867282,0.000030458472,0.0000090616,0.000022800486,0.000014833941,0.022678481],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","domain_scores_codex":[0.9994234,0.00024952326,0.000014603747,0.000065792956,0.00008239311,0.0001642281],"domain_scores_gemma":[0.99969184,0.00012750049,0.000030911815,0.00003786026,0.000024505365,0.000087423796],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009974925,0.00029560347,0.00021696794,0.0004525561,0.0032132005,0.004768811,0.00065453566,0.00076606276,0.004440746],"category_scores_gemma":[0.00077513617,0.000088440116,0.00022269625,0.00083581195,0.007737654,0.0024118526,0.004057075,0.0013386115,0.0006829079],"study_design_candidate":"qualitative","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00009385421,0.00020005644,0.0030904603,0.0001123681,0.0000117792815,0.0006025025,0.20536639,0.00046541204,0.0011905682,0.7201243,0.004878493,0.06386383],"study_design_scores_gemma":[0.000039379418,0.00023676417,0.04445386,0.0003348695,0.00002641891,0.0009708686,0.24130383,0.0015050127,0.0014320888,0.15769225,0.5519755,0.000029118282],"about_ca_topic_score_codex":0.0036663276,"about_ca_topic_score_gemma":0.004694703,"teacher_disagreement_score":0.004768811,"about_ca_system_score_codex":0.0030707943,"about_ca_system_score_gemma":0.0032212515,"threshold_uncertainty_score":0.022280335},"labels":[],"label_agreement":null},{"id":"W3165268660","doi":"10.1007/978-3-030-76520-0_21","title":"Influencer Marketing: Current Knowledge and Research Agenda","year":2021,"lang":"en","type":"book-chapter","venue":"Springer proceedings in business and economics","topic":"Digital Marketing and Social Media","field":"Social Sciences","cited_by":15,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Wilfrid Laurier University; Carleton University","funders":"","keywords":"Influencer marketing; Popularity; Affect (linguistics); Marketing; Value (mathematics); Business; Social marketing; Social media; Mechanism (biology); Social media marketing; Key (lock); Advertising; Knowledge management; Psychology; Political science; Digital marketing; Relationship marketing; Computer science; Marketing management; Social psychology","score_opus":0.07552621005431616,"score_gpt":0.33554258520716296,"score_spread":0.2600163751528468,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3165268660","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.004769197,0.80441433,0.0021439334,0.020280167,0.0018202999,0.000030091456,0.00008101622,0.00008356618,0.1663774],"genre_scores_gemma":[0.10467564,0.8289466,0.0029715581,0.0071361717,0.011595805,0.000092961534,0.00024738707,0.00010959439,0.04422429],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99871767,0.00047146142,0.000036947615,0.00018260584,0.00042123653,0.00017020346],"domain_scores_gemma":[0.99137855,0.0070862914,0.00036936183,0.00021242448,0.00052326865,0.00043014955],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0036801433,0.00055700686,0.0012442719,0.0029103514,0.0010402581,0.011383502,0.0012924894,0.002469103,0.02500053],"category_scores_gemma":[0.006858134,0.00038389294,0.00039472218,0.0052734464,0.0027889898,0.008428577,0.0017441373,0.002144001,0.0041916356],"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":[0.000094476025,0.00024023086,0.00310879,0.0045652785,0.0000601239,0.00021458261,0.0023989305,0.00027229433,0.0005990536,0.2487446,0.07352507,0.66617656],"study_design_scores_gemma":[0.000024008523,0.000072831324,0.0045772656,0.0038090658,0.00006184027,0.0005122919,0.0021669446,0.0006974762,0.0003817239,0.086381346,0.90129095,0.000024331775],"about_ca_topic_score_codex":0.0026037523,"about_ca_topic_score_gemma":0.0056370446,"teacher_disagreement_score":0.02500053,"about_ca_system_score_codex":0.0020645387,"about_ca_system_score_gemma":0.0029716825,"threshold_uncertainty_score":0.08363515},"labels":[],"label_agreement":null},{"id":"W4238415315","doi":"10.1007/978-981-13-1507-7_1","title":"Introduction","year":2018,"lang":"en","type":"book-chapter","venue":"Springer proceedings in business and economics","topic":"Political Economy and Marxism","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":"McGill University","funders":"","keywords":"Mathematical economics; Process (computing); Work (physics); Economics; General equilibrium theory; Iterative and incremental development; Neoclassical economics; Computer science; Mathematics; Mathematical optimization; Microeconomics; Engineering; Management","score_opus":0.0177284903073105,"score_gpt":0.22609477662750457,"score_spread":0.20836628632019408,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4238415315","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00030896976,0.0028917755,0.0045782644,0.0034538324,0.007906342,0.00010864296,0.0021694335,0.00079528306,0.9777874],"genre_scores_gemma":[0.001150132,0.0017865142,0.0014781669,0.0011282404,0.001164744,0.00007208494,0.0017297285,0.00032874552,0.9911616],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99920326,0.000092965936,0.0000308008,0.00016407124,0.00043399388,0.000074824144],"domain_scores_gemma":[0.9990773,0.00014221323,0.000031805565,0.00013989204,0.0004406605,0.00016804441],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0008102843,0.0009821039,0.00058356486,0.001972301,0.0012807681,0.0049099443,0.0014984873,0.0016927223,0.59887433],"category_scores_gemma":[0.002670377,0.00030894953,0.00056127517,0.0016568374,0.0006070787,0.003351027,0.0025853454,0.0020595598,0.48327544],"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":[0.000020699708,0.00003107181,0.000084885556,0.00016203373,0.000002511993,0.000037930888,0.00010373629,0.00012613063,0.0003337716,0.038465645,0.78612554,0.17450605],"study_design_scores_gemma":[0.0000012216784,0.0000033666317,0.000048241403,0.00004965394,6.495857e-7,0.000018123648,0.00002301224,0.000018923107,0.000051626906,0.0036428105,0.9961404,0.000001917563],"about_ca_topic_score_codex":0.0020208037,"about_ca_topic_score_gemma":0.0032025883,"teacher_disagreement_score":0.40112567,"about_ca_system_score_codex":0.001378813,"about_ca_system_score_gemma":0.0019785443,"threshold_uncertainty_score":0.572157},"labels":[],"label_agreement":null},{"id":"W4239699280","doi":"10.1007/978-3-319-68678-3","title":"Productivity and Inequality","year":2018,"lang":"en","type":"book","venue":"Springer proceedings in business and economics","topic":"Income, Poverty, and Inequality","field":"Social Sciences","cited_by":13,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Ottawa; McMaster University; Carleton University","funders":"","keywords":"Inequality; Productivity; Economics; Mathematics; Economic growth","score_opus":0.03513310716400311,"score_gpt":0.2683875883995104,"score_spread":0.23325448123550727,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4239699280","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0020478498,0.21332644,0.0023591248,0.03102194,0.007865404,0.000023269999,0.00028168043,0.00010967241,0.74296457],"genre_scores_gemma":[0.069518,0.144486,0.0017086908,0.007858456,0.014784236,0.00011473117,0.00043513541,0.00016348505,0.76093125],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9997317,0.00006887633,0.000008705766,0.00004976632,0.0000980251,0.00004281497],"domain_scores_gemma":[0.9997862,0.000087115106,0.00001542655,0.00003038081,0.00004472966,0.000036284306],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00041851273,0.001105585,0.0006899872,0.0013037676,0.0013207663,0.004228896,0.00048092852,0.0013787545,0.038684756],"category_scores_gemma":[0.0016662206,0.00023107354,0.0002961338,0.0022956796,0.00231771,0.0037916482,0.002577537,0.0030047598,0.00755438],"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":[0.000024326397,0.000040649637,0.0003356851,0.00015119283,0.000013752086,0.000042392345,0.0007024246,0.00029547684,0.00011891403,0.5173479,0.33228773,0.14863962],"study_design_scores_gemma":[0.000005656272,0.00001226863,0.0008976803,0.00025107947,0.000005265672,0.000065243294,0.00035269032,0.00012804485,0.000056589186,0.31129313,0.68692565,0.0000068279082],"about_ca_topic_score_codex":0.0018579467,"about_ca_topic_score_gemma":0.002542928,"teacher_disagreement_score":0.038684756,"about_ca_system_score_codex":0.0014412215,"about_ca_system_score_gemma":0.0010870213,"threshold_uncertainty_score":0.12941343},"labels":[],"label_agreement":null},{"id":"W4293177961","doi":"10.1007/978-3-030-93725-6_11","title":"The Relationship Between Interest Rates and Inflation: Time Series Evidence from Canada","year":2022,"lang":"en","type":"book-chapter","venue":"Springer proceedings in business and economics","topic":"Monetary Policy and Economic Impact","field":"Economics, Econometrics and Finance","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Economics; Interest rate; Real interest rate; Inflation (cosmology); Monetary policy; Fisher hypothesis; Monetary economics; Causality (physics); Nominal interest rate; Inflation targeting; International Fisher effect; Macroeconomics","score_opus":0.10441128392142261,"score_gpt":0.2196172112178899,"score_spread":0.1152059272964673,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4293177961","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9180036,0.017579481,0.0005964748,0.005992152,0.00012421297,0.000052998286,0.034531657,0.00007094897,0.023048505],"genre_scores_gemma":[0.9450613,0.0154333515,0.00112805,0.0004364454,0.000067961744,0.000025777317,0.01919827,0.00007073862,0.018578116],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99916553,0.00005168388,0.000057313908,0.00009355832,0.00043470756,0.00019722967],"domain_scores_gemma":[0.9945878,0.001093787,0.00058977376,0.0001461195,0.0030373505,0.00054520037],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00093256717,0.0003939384,0.00060905964,0.0028009536,0.0029649425,0.0023699696,0.0011734387,0.0006993188,0.0037225466],"category_scores_gemma":[0.0055253254,0.00037624832,0.00062908017,0.014211973,0.00088708027,0.00062350894,0.0007757181,0.0010946878,0.00049353065],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0008763451,0.00017350152,0.8210356,0.00043530428,0.0006117656,0.0008814046,0.0057615843,0.004713288,0.0010460169,0.010795699,0.06442028,0.08924921],"study_design_scores_gemma":[0.0000387726,0.000024420084,0.9707061,0.00011160063,0.00016924118,0.000086020205,0.0028458023,0.001406772,0.00026971844,0.0007481284,0.023524001,0.0000694561],"about_ca_topic_score_codex":0.99847955,"about_ca_topic_score_gemma":0.99931455,"teacher_disagreement_score":0.032835428,"about_ca_system_score_codex":0.032835428,"about_ca_system_score_gemma":0.057674937,"threshold_uncertainty_score":0.23823881},"labels":[],"label_agreement":null},{"id":"W4367665115","doi":"10.1007/978-3-031-26340-8_4","title":"The Impact of HSR on Same-Day Intercity Mobility: Evidence from the Yangtze River Delta Region","year":2023,"lang":"en","type":"book-chapter","venue":"Springer proceedings in business and economics","topic":"Human Mobility and Location-Based Analysis","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":"Yangtze river; Delta; Geography; Environmental science; Physical geography; China; Physics; Archaeology; Astronomy","score_opus":0.057005541959924896,"score_gpt":0.2835565568549643,"score_spread":0.22655101489503937,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4367665115","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99602073,0.0005919111,0.00011211522,0.0005219481,0.000009322985,0.000004237827,0.00081761467,0.000006668869,0.0019154897],"genre_scores_gemma":[0.9980038,0.00060148846,0.000050937364,0.00002933585,0.00001033865,0.0000059605704,0.00060079765,0.0000028460886,0.0006945975],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99952805,0.00020597794,0.000022478838,0.00006840491,0.00006030934,0.00011478335],"domain_scores_gemma":[0.9987092,0.0005109393,0.00031118875,0.00010084425,0.00019329945,0.00017443077],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005775396,0.00022693687,0.00022279861,0.0012656208,0.0006368142,0.0010471685,0.00069314486,0.0004258454,0.0033800933],"category_scores_gemma":[0.0018374894,0.00020902116,0.0005871385,0.004503978,0.001109595,0.0010808756,0.0017092013,0.0005246709,0.00029259574],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00011484031,0.000058314243,0.97595245,0.000071761264,0.0002820475,0.0005142118,0.0021332894,0.0018488952,0.00039426942,0.0021070228,0.0014756536,0.015047267],"study_design_scores_gemma":[0.000005158066,0.000038811948,0.99408466,0.00001955677,0.000063954154,0.000047265883,0.003661344,0.0005983387,0.00007395649,0.0003814882,0.0010138254,0.000011773019],"about_ca_topic_score_codex":0.12421564,"about_ca_topic_score_gemma":0.19080703,"teacher_disagreement_score":0.12421564,"about_ca_system_score_codex":0.0010370383,"about_ca_system_score_gemma":0.00081592245,"threshold_uncertainty_score":0.24698526},"labels":[],"label_agreement":null},{"id":"W4379108357","doi":"10.1007/978-3-031-26121-3_9","title":"Women Entrepreneurs in African Countries","year":2023,"lang":"en","type":"book-chapter","venue":"Springer proceedings in business and economics","topic":"Entrepreneurship Studies and Influences","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":"Globe; Women entrepreneurs; Entrepreneurship; Variety (cybernetics); Ethnic group; Race (biology); Business; Economic growth; Developing country; Development economics; Political science; Economics; Sociology; Gender studies","score_opus":0.020581078535108543,"score_gpt":0.19078307430843497,"score_spread":0.17020199577332643,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4379108357","genre_codex":"empirical","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.67704034,0.07141812,0.0002820713,0.030788632,0.0009662628,0.00010651825,0.00035570646,0.000019714194,0.21902274],"genre_scores_gemma":[0.89761996,0.035104282,0.00015363912,0.0011959604,0.00017570653,0.000067748915,0.000081067206,0.000011446551,0.06559022],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99953413,0.00013691552,0.000009134088,0.000027221722,0.000030220135,0.00026235025],"domain_scores_gemma":[0.99956733,0.00013253484,0.000062447834,0.000008822591,0.00002756462,0.00020131974],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00078667095,0.00028877048,0.00023770733,0.0016373207,0.004997796,0.0025061178,0.0003652683,0.000822232,0.015322238],"category_scores_gemma":[0.0011385569,0.00023324101,0.00009105628,0.004038601,0.0015271584,0.002236862,0.002457127,0.0007891178,0.00063187757],"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":[0.00040836245,0.00038329046,0.089109235,0.00092884427,0.000022491444,0.0047649574,0.27275956,0.00028464964,0.00098772,0.2740204,0.067304485,0.289026],"study_design_scores_gemma":[0.000031178097,0.00016302569,0.11430327,0.00153426,0.000022428892,0.0008656185,0.3121109,0.00013443264,0.00034348457,0.009829424,0.5606436,0.000018410099],"about_ca_topic_score_codex":0.012127427,"about_ca_topic_score_gemma":0.032663092,"teacher_disagreement_score":0.015322238,"about_ca_system_score_codex":0.0016555208,"about_ca_system_score_gemma":0.0036957858,"threshold_uncertainty_score":0.051257968},"labels":[],"label_agreement":null},{"id":"W4384915920","doi":"10.1007/978-3-319-29058-4_39","title":"Correction to: Equity Crowdfunding and the Online Investors’ Risk Perception: A Co-created List of Web Design Guidelines for Optimizing the User Experience","year":2023,"lang":"en","type":"book-chapter","venue":"Springer proceedings in business and economics","topic":"FinTech, Crowdfunding, Digital Finance","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":"Royal Bank of Canada; HEC Montréal; Université du Québec à Montréal","funders":"","keywords":"Equity (law); Perception; Business; Equity crowdfunding; World Wide Web; Marketing; Computer science; Accounting; Psychology; Political science; Initial public offering","score_opus":0.10675812666129465,"score_gpt":0.2985982470320056,"score_spread":0.19184012037071096,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4384915920","genre_codex":"editorial","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00015676318,0.00089801423,0.0008409944,0.0735943,0.9135254,0.000029668003,0.0018254089,0.0007431885,0.008386201],"genre_scores_gemma":[0.012510207,0.004676692,0.003328513,0.06243653,0.35874224,0.00023326153,0.0028060782,0.0022363302,0.5530302],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9975575,0.00030227425,0.00036578218,0.00033517438,0.0012025353,0.000236728],"domain_scores_gemma":[0.97170603,0.0052521983,0.0011297404,0.0018518935,0.018564204,0.0014959145],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0021779018,0.0017314868,0.0013508738,0.0041496377,0.002982873,0.004306561,0.0021885065,0.006831483,0.13334858],"category_scores_gemma":[0.04143928,0.00067914964,0.0009324507,0.0029415635,0.0017844781,0.002960131,0.00216243,0.0075975675,0.07493928],"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":[0.0000096886715,0.0000031005686,0.000034793356,0.00003208887,0.0000016835327,0.00003605523,0.000019697844,0.000017947274,0.000017959514,0.00047247153,0.99512595,0.0042286594],"study_design_scores_gemma":[0.000017272694,0.000009710824,0.0006519828,0.00016835035,0.0000070971278,0.00012663858,0.0000811929,0.00015132535,0.0001675725,0.0009870142,0.99760854,0.000023247228],"about_ca_topic_score_codex":0.020733953,"about_ca_topic_score_gemma":0.031199938,"teacher_disagreement_score":0.13334858,"about_ca_system_score_codex":0.0033450937,"about_ca_system_score_gemma":0.0041513243,"threshold_uncertainty_score":0.44609547},"labels":[],"label_agreement":null},{"id":"W4391935618","doi":"10.1007/978-3-031-47888-8_10","title":"SMEs Innovation Leveraged by Digital Transformation During Covid-19","year":2024,"lang":"en","type":"book-chapter","venue":"Springer proceedings in business and economics","topic":"Digital Transformation in Industry","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université de Sherbrooke","funders":"","keywords":"Coronavirus disease 2019 (COVID-19); Business; Transformation (genetics); Digital transformation; Computer science; Medicine; World Wide Web; Internal medicine; Chemistry","score_opus":0.01708632318574919,"score_gpt":0.19797071467072866,"score_spread":0.18088439148497948,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4391935618","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.22982499,0.0029679092,0.00360012,0.0032156676,0.00029064203,0.00005643204,0.000092651026,0.00015453174,0.75979716],"genre_scores_gemma":[0.9165111,0.0012441133,0.0010015884,0.0002656143,0.00009767846,0.000029876906,0.00010532831,0.00004123874,0.08070356],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.9992508,0.00019552196,0.000025843567,0.0000739503,0.00021618174,0.00023757598],"domain_scores_gemma":[0.9992304,0.00028498936,0.00007943942,0.000097193275,0.00012697687,0.00018098224],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00093775586,0.00028193218,0.00020977265,0.0009408023,0.0009475477,0.0062037115,0.0005201173,0.0012391325,0.0108771045],"category_scores_gemma":[0.0015463872,0.00011079633,0.00037082928,0.0015498461,0.0012468339,0.0033010526,0.0034388946,0.00092113344,0.0023999196],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00039380687,0.00028292387,0.008164192,0.00055768795,0.00004694188,0.0037078515,0.02198445,0.0019590445,0.016819518,0.43161494,0.02993398,0.4845347],"study_design_scores_gemma":[0.000053207586,0.00064211857,0.035363533,0.0010810964,0.00006677056,0.0016770174,0.032893077,0.005567213,0.021360071,0.10325629,0.79796106,0.00007854158],"about_ca_topic_score_codex":0.0013712399,"about_ca_topic_score_gemma":0.0036593769,"teacher_disagreement_score":0.0108771045,"about_ca_system_score_codex":0.002524249,"about_ca_system_score_gemma":0.0018727365,"threshold_uncertainty_score":0.036387563},"labels":[],"label_agreement":null},{"id":"W4396239215","doi":"10.1007/978-3-031-53684-7_10","title":"Understanding the Role of High-Speed Rail on Intercity Commuting: Evidence from the Shanghai Metropolitan Area","year":2024,"lang":"en","type":"book-chapter","venue":"Springer proceedings in business and economics","topic":"Transportation Planning and Optimization","field":"Social Sciences","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 Toronto","funders":"","keywords":"Metropolitan area; Transport engineering; Geography; Economic geography; Regional science; Engineering; Archaeology","score_opus":0.0800811838415412,"score_gpt":0.2557794899176099,"score_spread":0.1756983060760687,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4396239215","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99080324,0.0032139008,0.00025812685,0.0011970564,0.000016480659,0.000006552428,0.0007394002,0.0000052989603,0.0037597518],"genre_scores_gemma":[0.9946148,0.0023897057,0.00011228008,0.00010667838,0.00003020557,0.0000066163457,0.0007995132,0.000002995506,0.0019371853],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9997002,0.00009668637,0.000015465142,0.000058108526,0.000044053315,0.00008550096],"domain_scores_gemma":[0.99686193,0.001652761,0.0007797392,0.00012061429,0.00026922504,0.00031566535],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00069628976,0.00044791147,0.00034411935,0.0013967655,0.0006678671,0.0016017365,0.00068904785,0.00067598815,0.0080820285],"category_scores_gemma":[0.001883982,0.0002650776,0.00070485455,0.0035229465,0.0010327726,0.0013697911,0.0010859475,0.0007705575,0.0004309312],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00014487773,0.00013664183,0.962379,0.00018899907,0.0005424531,0.0005048533,0.0056833685,0.0017286404,0.000494653,0.0042223916,0.002265489,0.021708721],"study_design_scores_gemma":[0.000007757202,0.00005445497,0.98538774,0.00006477397,0.00029272292,0.000032579464,0.010067218,0.0006499298,0.000091856455,0.0012983308,0.0020414756,0.000011199405],"about_ca_topic_score_codex":0.24166857,"about_ca_topic_score_gemma":0.46342066,"teacher_disagreement_score":0.24166857,"about_ca_system_score_codex":0.001311784,"about_ca_system_score_gemma":0.0012799181,"threshold_uncertainty_score":0.48052382},"labels":[],"label_agreement":null},{"id":"W4396957912","doi":"10.1007/978-3-031-56007-1_22","title":"A Health Status Update on Women in African Countries: Current Statistics, Critical Dilemmas, and Key Correlations","year":2024,"lang":"en","type":"book-chapter","venue":"Springer proceedings in business and economics","topic":"Global Maternal and Child Health","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":"Key (lock); Current (fluid); Political science; Statistics; Computer science; Mathematics; Physics; Computer security","score_opus":0.014854486553689322,"score_gpt":0.2638747682976316,"score_spread":0.2490202817439423,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4396957912","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.009335701,0.824405,0.0015775512,0.10745125,0.016852649,0.00008424826,0.018682754,0.000190967,0.021419832],"genre_scores_gemma":[0.052790515,0.87661624,0.0035143483,0.023711154,0.020247966,0.00020134509,0.010117959,0.0001043979,0.012696109],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99938214,0.00017414113,0.00015637637,0.00005926119,0.00015848911,0.000069571826],"domain_scores_gemma":[0.99240595,0.005070695,0.0008383568,0.00016723778,0.0011278602,0.00038996173],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0027708905,0.00075761485,0.0009891994,0.005860872,0.0005545063,0.0019494828,0.00069557637,0.0011061439,0.00733566],"category_scores_gemma":[0.010528694,0.00026008525,0.00046826515,0.013942784,0.0009477436,0.0044388827,0.0015644685,0.001708906,0.0014869501],"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":[0.00008966816,0.00003475339,0.011234951,0.0038535176,0.00005882949,0.00018937817,0.0009705733,0.00025182765,0.00017234102,0.006395346,0.6376675,0.33908138],"study_design_scores_gemma":[0.000015303705,0.00008454141,0.037203614,0.008352612,0.00013420163,0.0006543264,0.0023520405,0.00020839681,0.00015301451,0.0056183687,0.9451798,0.000043715812],"about_ca_topic_score_codex":0.012716805,"about_ca_topic_score_gemma":0.023106119,"teacher_disagreement_score":0.012716805,"about_ca_system_score_codex":0.0011794762,"about_ca_system_score_gemma":0.0024652868,"threshold_uncertainty_score":0.025285542},"labels":[],"label_agreement":null},{"id":"W4399776982","doi":"10.1007/978-981-97-0996-0_22","title":"Navigating Pandemic and AI Influences on Employability Competencies","year":2024,"lang":"en","type":"book-chapter","venue":"Springer proceedings in business and economics","topic":"Higher Education and Employability","field":"Social Sciences","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":"Yorkville University; York University","funders":"","keywords":"Employability; Pandemic; Psychology; Coronavirus disease 2019 (COVID-19); Pedagogy; Medicine; Internal medicine","score_opus":0.03483875547208368,"score_gpt":0.30871356043837933,"score_spread":0.2738748049662957,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4399776982","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7972239,0.00035363925,0.0020001512,0.001757655,0.00003176355,0.000027442622,0.00008718777,0.000022760865,0.19849537],"genre_scores_gemma":[0.9941409,0.00015267094,0.00048744917,0.00007201706,0.000011340798,0.000009862974,0.000041529383,0.000009215406,0.0050748317],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.99940467,0.00027728057,0.000019549101,0.00006367462,0.00010830911,0.0001265926],"domain_scores_gemma":[0.9926197,0.005272406,0.0005817542,0.00022059072,0.00045096892,0.0008546178],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0012027834,0.00016253929,0.00012277112,0.00079077575,0.00087429857,0.0037962496,0.00035562742,0.00072566856,0.012596165],"category_scores_gemma":[0.0070255212,0.000120042125,0.0001461353,0.0008745731,0.0014367001,0.0028333985,0.0018853031,0.001600841,0.00066710054],"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":[0.00043363267,0.0015487224,0.4002996,0.00024070518,0.00007944699,0.0013457503,0.069353215,0.004822772,0.0067093843,0.2749059,0.005573423,0.23468736],"study_design_scores_gemma":[0.000048079582,0.00039562787,0.63994676,0.00029999833,0.00007037097,0.000607716,0.11021797,0.011862222,0.0030672913,0.18519516,0.04820928,0.00007949991],"about_ca_topic_score_codex":0.0048727347,"about_ca_topic_score_gemma":0.0062353266,"teacher_disagreement_score":0.012596165,"about_ca_system_score_codex":0.0011006125,"about_ca_system_score_gemma":0.0013136263,"threshold_uncertainty_score":0.042138338},"labels":[],"label_agreement":null},{"id":"W4399777422","doi":"10.1007/978-981-97-0996-0_45","title":"Impact of Feminine Leadership Style and Feminine Organizational Culture on the Overall Performance of the Organization: Comparative Analysis","year":2024,"lang":"en","type":"book-chapter","venue":"Springer proceedings in business and economics","topic":"Gender Diversity and Inequality","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":"Yorkville University","funders":"","keywords":"Leadership style; Organizational culture; Style (visual arts); Psychology; Social psychology; Management; Sociology; Public relations; Political science; Art; Visual arts; Economics","score_opus":0.0913436395913636,"score_gpt":0.2581912842440739,"score_spread":0.1668476446527103,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4399777422","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97607976,0.0010765898,0.0001266702,0.00020007922,0.000015759962,0.0000055790133,0.00011527261,0.0000028560298,0.022377554],"genre_scores_gemma":[0.9979055,0.0003927324,0.00005028389,0.00001718435,0.000015417441,0.0000036139027,0.00006146603,0.0000037780087,0.0015501007],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99929595,0.00036513174,0.000016032629,0.000049285452,0.00015709393,0.00011637991],"domain_scores_gemma":[0.9954848,0.0032711097,0.00038920977,0.000093065864,0.0003144975,0.0004473194],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001390211,0.0002088819,0.00021639752,0.0012980433,0.00058308366,0.0017489493,0.000380319,0.00025798404,0.008636246],"category_scores_gemma":[0.0034842105,0.000106059386,0.00030970064,0.0016426883,0.001161909,0.00072940043,0.0008402858,0.00039514684,0.0005520149],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.001271272,0.0007943207,0.8098059,0.00031702337,0.0004426218,0.00074530026,0.012948327,0.0015491479,0.0035862783,0.013056616,0.0031650949,0.15231809],"study_design_scores_gemma":[0.00000824828,0.0003684932,0.9888679,0.0000650753,0.00005750175,0.0000928137,0.007433357,0.00024178291,0.00031587444,0.001088769,0.0014502853,0.000009941529],"about_ca_topic_score_codex":0.0022869068,"about_ca_topic_score_gemma":0.005323035,"teacher_disagreement_score":0.008636246,"about_ca_system_score_codex":0.0007153105,"about_ca_system_score_gemma":0.000556047,"threshold_uncertainty_score":0.028891087},"labels":[],"label_agreement":null},{"id":"W4404655014","doi":"10.1007/978-3-031-66517-2_13","title":"The Sustainable Digitalization Community of a German Federal Ministry—intention, Structure and Progress","year":2024,"lang":"en","type":"book-chapter","venue":"Springer proceedings in business and economics","topic":"Vocational Education and Training","field":"Social Sciences","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":"Institute of Aging","funders":"","keywords":"German; Christian ministry; Political science; Business; Geography; Archaeology; Law","score_opus":0.02004569691917513,"score_gpt":0.2797013510698933,"score_spread":0.2596556541507182,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4404655014","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6074047,0.007532707,0.003359215,0.024985999,0.00018613807,0.00006627293,0.0001351639,0.0000630941,0.35626668],"genre_scores_gemma":[0.97030175,0.0006809449,0.00066556805,0.0003873081,0.000017690654,0.000016297066,0.000030195186,0.000012253337,0.027887978],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9989416,0.00035344035,0.000023678112,0.000084711486,0.00021212912,0.00038445633],"domain_scores_gemma":[0.99908245,0.0002619852,0.000086768916,0.00006599319,0.000107969696,0.00039468746],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0024596024,0.00020746628,0.00015309193,0.0013116541,0.004710292,0.0071703983,0.0004570673,0.0012648097,0.0032210937],"category_scores_gemma":[0.0014735732,0.0001795646,0.000117013704,0.0021813263,0.004072301,0.0039207316,0.003941127,0.0010516414,0.00031515403],"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":[0.000056983637,0.00006536017,0.0063314005,0.00006225146,0.000012914171,0.00021210691,0.03779142,0.00057842844,0.0008652331,0.8479299,0.014188238,0.09190576],"study_design_scores_gemma":[0.000013726967,0.000089942594,0.034659076,0.00022248908,0.00001768553,0.00022398871,0.051150378,0.0017082395,0.0011302356,0.08767455,0.8230631,0.00004664523],"about_ca_topic_score_codex":0.015539577,"about_ca_topic_score_gemma":0.0346626,"teacher_disagreement_score":0.015539577,"about_ca_system_score_codex":0.0057298117,"about_ca_system_score_gemma":0.01001108,"threshold_uncertainty_score":0.04157287},"labels":[],"label_agreement":null},{"id":"W4405385691","doi":"10.1007/978-981-97-6687-1_6","title":"‘Blood is Thicker than Water’: Economic Implications of Food Sharing Within Kinship Networks","year":2024,"lang":"en","type":"book-chapter","venue":"Springer proceedings in business and economics","topic":"Agricultural risk and resilience","field":"Agricultural and Biological 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 Alberta","funders":"","keywords":"Kinship; Sociology; Geography; Anthropology","score_opus":0.019524266680991408,"score_gpt":0.19018401611622376,"score_spread":0.17065974943523235,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4405385691","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.27142087,0.01722544,0.035745654,0.08914117,0.0013155645,0.000035597335,0.00036074923,0.00004834658,0.58470654],"genre_scores_gemma":[0.9606677,0.0036458517,0.001974173,0.0012667486,0.00057012384,0.000018136165,0.000046152625,0.000023201752,0.03178795],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","domain_scores_codex":[0.999742,0.00014489515,0.00000460713,0.00003667211,0.000036838403,0.00003493965],"domain_scores_gemma":[0.99888295,0.00084905926,0.00008341999,0.000052491992,0.0000544555,0.000077646604],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00057546067,0.00018614606,0.00027895524,0.00032796396,0.0009349839,0.0033467743,0.0005330116,0.0018928646,0.012795999],"category_scores_gemma":[0.0036127383,0.00022268562,0.00020319707,0.0010360274,0.0045197043,0.006484594,0.001012848,0.0015782259,0.00056428276],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000038954153,0.000019043906,0.0010685885,0.000048812413,0.000022671062,0.00017405755,0.002055597,0.0024388537,0.00022222019,0.95032585,0.013971427,0.02961398],"study_design_scores_gemma":[0.0000067078563,0.000012241694,0.0032601412,0.00005823156,0.0000096482645,0.00013683367,0.0022057965,0.003015112,0.000052761625,0.9689896,0.022236485,0.000016374557],"about_ca_topic_score_codex":0.002935158,"about_ca_topic_score_gemma":0.005808741,"teacher_disagreement_score":0.012795999,"about_ca_system_score_codex":0.001269954,"about_ca_system_score_gemma":0.00044652176,"threshold_uncertainty_score":0.042806804},"labels":[],"label_agreement":null},{"id":"W4405887322","doi":"10.1007/978-3-031-72486-2_21","title":"Leadership Main Styles in the Context of Digital Transformation","year":2024,"lang":"en","type":"book-chapter","venue":"Springer proceedings in business and economics","topic":"Educational Leadership and Innovation","field":"Social Sciences","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":"Université de Sherbrooke","funders":"","keywords":"Digital transformation; Leadership style; Context (archaeology); Transformation (genetics); Sociology; Psychology; Computer science; Political science; Public relations; Geography; World Wide Web; Archaeology","score_opus":0.07626888860040791,"score_gpt":0.26261172577120395,"score_spread":0.18634283717079603,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4405887322","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.2209705,0.003589825,0.002396462,0.008674437,0.00043593295,0.000027092392,0.000044573506,0.00004443942,0.76381665],"genre_scores_gemma":[0.9704311,0.0009810923,0.00039633075,0.00022297178,0.00008629989,0.000010502505,0.000022432689,0.000020351583,0.027828898],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99903286,0.00050587894,0.000012270388,0.000060065187,0.00015510287,0.00023386868],"domain_scores_gemma":[0.99867815,0.0006478729,0.00011250733,0.000047173395,0.00010728381,0.0004069862],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009726264,0.00021104197,0.0001455014,0.0007689482,0.0020292434,0.006701733,0.0005740227,0.00047543715,0.008502005],"category_scores_gemma":[0.0021691313,0.00008764421,0.00014998177,0.0015101633,0.0031611116,0.0022892535,0.0018507545,0.0016019165,0.00069644465],"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":[0.0002191918,0.00023484383,0.016533239,0.0001535411,0.000015750356,0.0010923477,0.10538966,0.0007498594,0.0007155038,0.6735696,0.028031746,0.1732946],"study_design_scores_gemma":[0.00007404362,0.00024643622,0.074359745,0.00036703798,0.000018623608,0.001173974,0.26753482,0.0027700025,0.000935217,0.2654112,0.38706046,0.000048380745],"about_ca_topic_score_codex":0.0019208348,"about_ca_topic_score_gemma":0.0060686483,"teacher_disagreement_score":0.008502005,"about_ca_system_score_codex":0.0022652606,"about_ca_system_score_gemma":0.0013481914,"threshold_uncertainty_score":0.028442025},"labels":[],"label_agreement":null},{"id":"W4405887352","doi":"10.1007/978-3-031-72486-2_28","title":"Human-Centred Decision Support System for Improved Picking-by-Line Warehouse Operations","year":2024,"lang":"en","type":"book-chapter","venue":"Springer proceedings in business and economics","topic":"Advanced Manufacturing and Logistics Optimization","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":"Shared Services Canada","funders":"","keywords":"Warehouse; Decision support system; Computer science; Line (geometry); Data warehouse; Operations research; Process management; Business; Database; Engineering; Data mining; Marketing; Mathematics","score_opus":0.01675074904232236,"score_gpt":0.21207076586006177,"score_spread":0.19532001681773942,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4405887352","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.08050788,0.00076772855,0.88852996,0.0004972846,0.00053116685,0.00034811258,0.0012062134,0.020862509,0.006749159],"genre_scores_gemma":[0.59275436,0.00038884525,0.39647424,0.0004820453,0.00021432921,0.00028826008,0.0015167288,0.00022240392,0.0076586944],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99952626,0.00009168161,0.000040263596,0.00012891996,0.00015822532,0.000054621993],"domain_scores_gemma":[0.99950576,0.00016580454,0.000037667793,0.000059381164,0.00015013517,0.00008123699],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007991212,0.00076844817,0.0010664678,0.00059591606,0.00039215916,0.001282656,0.001392833,0.0010250249,0.008177616],"category_scores_gemma":[0.0009792104,0.00024678753,0.0005802894,0.0005157305,0.0001725704,0.0007670869,0.0009508441,0.000665461,0.0022154746],"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":[0.0033463773,0.0012519076,0.0018258024,0.0002955764,0.00016319,0.00081846723,0.0002467618,0.088186264,0.08772864,0.0023487923,0.0289383,0.7848499],"study_design_scores_gemma":[0.00018195216,0.00065864966,0.002208861,0.000029459889,0.00009678836,0.00020224164,0.00006572993,0.95034254,0.0331159,0.0034348653,0.009590468,0.00007261651],"about_ca_topic_score_codex":0.0019523435,"about_ca_topic_score_gemma":0.001774942,"teacher_disagreement_score":0.008177616,"about_ca_system_score_codex":0.00039887454,"about_ca_system_score_gemma":0.0007890068,"threshold_uncertainty_score":0.027356803},"labels":[],"label_agreement":null},{"id":"W4405887388","doi":"10.1007/978-3-031-72486-2_7","title":"The Human Side of Digitalisation: Evidence from the B2B Sales Profession","year":2024,"lang":"en","type":"book-chapter","venue":"Springer proceedings in business and economics","topic":"Digital Marketing and Social Media","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 Ottawa","funders":"","keywords":"Business; Advertising; Marketing","score_opus":0.03969342670124383,"score_gpt":0.2733113437437056,"score_spread":0.23361791704246176,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4405887388","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5690612,0.023763508,0.0009186997,0.01745626,0.00018862613,0.00008116021,0.0004670902,0.000016609654,0.3880468],"genre_scores_gemma":[0.9754371,0.010698072,0.00017001865,0.0015716321,0.00016999531,0.000026095644,0.0001426772,0.000016063435,0.011768339],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99685645,0.0015184602,0.000112721216,0.00027010645,0.00074465567,0.0004975749],"domain_scores_gemma":[0.9348252,0.05391599,0.0057673226,0.0015239206,0.0016023566,0.0023651277],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0045040357,0.00026404645,0.00043098745,0.0024299347,0.002433275,0.0055941357,0.000978751,0.0020582196,0.061595004],"category_scores_gemma":[0.023195121,0.0002954716,0.00028467586,0.0037158292,0.007138364,0.0055846977,0.0041233967,0.0019150422,0.003426836],"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":[0.0032104466,0.0025884,0.29999065,0.0029213473,0.00030782056,0.0019265021,0.05910979,0.0010442514,0.0006908237,0.13537201,0.029317835,0.46352017],"study_design_scores_gemma":[0.00047383705,0.0008153875,0.5767357,0.0061943773,0.00034187158,0.0012353454,0.14303051,0.0008668996,0.0010954464,0.113346495,0.15574636,0.00011774743],"about_ca_topic_score_codex":0.008204772,"about_ca_topic_score_gemma":0.011992335,"teacher_disagreement_score":0.061595004,"about_ca_system_score_codex":0.0014182857,"about_ca_system_score_gemma":0.0023628226,"threshold_uncertainty_score":0.20605582},"labels":[],"label_agreement":null},{"id":"W4407690838","doi":"10.1007/978-3-031-72494-7_30","title":"Developing a Tool for Strategizing in Innovation Ecosystems: The Case of Digital Transformation in a Manufacturing Sector","year":2025,"lang":"en","type":"book-chapter","venue":"Springer proceedings in business and economics","topic":"University-Industry-Government Innovation Models","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":"Université de Sherbrooke; Polytechnique Montréal","funders":"","keywords":"Digital transformation; Manufacturing sector; Business; Transformation (genetics); Process management; Industrial organization; Knowledge management; Computer science; Economics; World Wide Web","score_opus":0.032306029854465394,"score_gpt":0.20779532680291227,"score_spread":0.17548929694844687,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4407690838","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0499128,0.001517389,0.59866256,0.011263596,0.00033605547,0.00031856078,0.00026162394,0.002723505,0.33500388],"genre_scores_gemma":[0.20554376,0.0010307817,0.74851793,0.00061398215,0.000039354913,0.0002744217,0.00030536045,0.0004191161,0.04325532],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","domain_scores_codex":[0.99883395,0.000639221,0.000065724256,0.00010130393,0.00024906572,0.00011072743],"domain_scores_gemma":[0.99775934,0.0017512012,0.00005859709,0.00019957246,0.00010533192,0.00012582522],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0030213632,0.00081453816,0.0003642458,0.0019196687,0.0020887374,0.009315327,0.0016048951,0.00374199,0.010969712],"category_scores_gemma":[0.0038579064,0.00034242874,0.0007325575,0.002462351,0.0033854223,0.009285184,0.004388147,0.002221061,0.0017845315],"study_design_candidate":"qualitative","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00003399815,0.00016070198,0.0010957727,0.0002839513,0.00002051543,0.0010645489,0.008040523,0.005976261,0.0019277793,0.7401036,0.0127046965,0.22858772],"study_design_scores_gemma":[0.000055070228,0.00018928543,0.00088212464,0.0007076086,0.0000699351,0.0013638875,0.015834846,0.05954085,0.005764581,0.49908164,0.41643,0.0000801002],"about_ca_topic_score_codex":0.001955346,"about_ca_topic_score_gemma":0.0038975095,"teacher_disagreement_score":0.010969712,"about_ca_system_score_codex":0.0015166216,"about_ca_system_score_gemma":0.0027314944,"threshold_uncertainty_score":0.03669727},"labels":[],"label_agreement":null},{"id":"W4407691851","doi":"10.1007/978-3-031-72494-7_23","title":"Technological Synergy in Industry 4.0: Unravelling the Temporal Innovation Dynamics","year":2025,"lang":"en","type":"book-chapter","venue":"Springer proceedings in business and economics","topic":"Economic and Technological Innovation","field":"Economics, Econometrics and Finance","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":"Polytechnique Montréal","funders":"","keywords":"Dynamics (music); Business; Economic geography; Economics; Sociology","score_opus":0.03312323801562997,"score_gpt":0.20405759114366775,"score_spread":0.17093435312803779,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4407691851","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.12385742,0.099421605,0.36513928,0.022923132,0.0017419129,0.000046622117,0.0006424235,0.0010515959,0.385176],"genre_scores_gemma":[0.77461123,0.059224036,0.08961889,0.0010688261,0.0014766199,0.000102912316,0.0005849176,0.0003412221,0.07297134],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.999785,0.000056893754,0.000008994141,0.00003767192,0.00007064066,0.00004086161],"domain_scores_gemma":[0.99929845,0.0004157866,0.000085668245,0.00007366649,0.000054518998,0.000071908966],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007968859,0.00047328373,0.0004767869,0.0013296441,0.0003921259,0.0028798194,0.00069091737,0.0010705772,0.0065728715],"category_scores_gemma":[0.0018112712,0.0003304021,0.0007223093,0.0020785253,0.0015087978,0.0050814375,0.0017377574,0.0018893067,0.001344112],"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":[0.00002010788,0.000016599739,0.00086334016,0.00015775987,0.000021922297,0.000084016,0.00030383153,0.009515449,0.0010370807,0.9015133,0.0071625407,0.079304166],"study_design_scores_gemma":[0.0000034306893,0.000017783344,0.0012642075,0.00010518358,0.000012376285,0.00009700173,0.00013725486,0.0316692,0.0004954217,0.9186674,0.047513735,0.000017148588],"about_ca_topic_score_codex":0.0013724949,"about_ca_topic_score_gemma":0.001596771,"teacher_disagreement_score":0.0065728715,"about_ca_system_score_codex":0.00094262895,"about_ca_system_score_gemma":0.0013217989,"threshold_uncertainty_score":0.021988451},"labels":[],"label_agreement":null},{"id":"W4407691881","doi":"10.1007/978-3-031-72494-7_43","title":"Blockchain—Powered Governance: Driving Sustainability in Agri-Food Supply Chains","year":2025,"lang":"en","type":"book-chapter","venue":"Springer proceedings in business and economics","topic":"Blockchain Technology Applications and Security","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université du Québec à Montréal","funders":"","keywords":"Sustainability; Business; Blockchain; Corporate governance; Supply chain; Environmental economics; Economics; Computer science; Finance; Marketing; Computer security; Ecology; Biology","score_opus":0.006036023109401744,"score_gpt":0.19224522179285797,"score_spread":0.18620919868345623,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4407691881","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.075444676,0.02121152,0.39612392,0.017907575,0.001763508,0.00015556626,0.00037733643,0.00073864096,0.48627728],"genre_scores_gemma":[0.787993,0.019402647,0.029403627,0.00091287546,0.0005081542,0.00013114959,0.00028009468,0.00018006896,0.16118832],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99970007,0.00010060591,0.000010800877,0.000042883283,0.000105307874,0.000040262305],"domain_scores_gemma":[0.99943095,0.0002579045,0.00005056765,0.00009453058,0.0001004909,0.00006560994],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007267545,0.00029285724,0.00022204449,0.0003896104,0.0005549727,0.0029378626,0.0005379456,0.0010078687,0.00929234],"category_scores_gemma":[0.0016207387,0.00020388523,0.00021663037,0.0010044465,0.0014305348,0.0040597655,0.0015575145,0.0010951114,0.0019489727],"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":[0.00003489712,0.000032953834,0.0004283302,0.00016722543,0.000013549166,0.00008711356,0.0002888366,0.010716164,0.0022777482,0.87186724,0.011351993,0.10273392],"study_design_scores_gemma":[0.000009990435,0.000034609508,0.00025800438,0.00016317246,0.0000061766787,0.00006482695,0.00017142404,0.019453231,0.0020110016,0.85153896,0.12627664,0.000011947502],"about_ca_topic_score_codex":0.0009767072,"about_ca_topic_score_gemma":0.0012453063,"teacher_disagreement_score":0.00929234,"about_ca_system_score_codex":0.0011341824,"about_ca_system_score_gemma":0.0012535893,"threshold_uncertainty_score":0.031085968},"labels":[],"label_agreement":null},{"id":"W4408764934","doi":"10.1007/978-3-031-77975-6_3","title":"Action Recognition in Sports Training: An Exploratory Study Using Machine Learning Algorithms for X-Reality","year":2025,"lang":"en","type":"book-chapter","venue":"Springer proceedings in business and economics","topic":"Stroke Rehabilitation and Recovery","field":"Medicine","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":"Artificial Intelligence in Medicine (Canada)","funders":"","keywords":"Computer science; Action (physics); Training (meteorology); Action recognition; Machine learning; Artificial intelligence; Exploratory research; Algorithm; Human–computer interaction; Sociology; Physics; Social science","score_opus":0.11908170671225428,"score_gpt":0.3103617240275809,"score_spread":0.19128001731532662,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4408764934","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.85289985,0.00404801,0.11459385,0.0003604865,0.000073249146,0.00034880222,0.0007060629,0.0002964956,0.026673242],"genre_scores_gemma":[0.9371332,0.002237627,0.047550123,0.00006390326,0.00004135422,0.00011085724,0.00046856052,0.00007807163,0.012316301],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9992495,0.0003842262,0.000043100557,0.00013124492,0.00013836166,0.000053442112],"domain_scores_gemma":[0.9951873,0.0041659777,0.00013881507,0.00019459265,0.00026333355,0.00004996485],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001340166,0.00045190775,0.00040833416,0.00068758766,0.0002911035,0.001309948,0.000888918,0.0006076391,0.0058492506],"category_scores_gemma":[0.005642901,0.00020123638,0.00054396404,0.0011089151,0.0004424135,0.0015749541,0.0004941624,0.0004668723,0.001147196],"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":[0.0014137556,0.0011538352,0.04832452,0.0008155204,0.00016240112,0.00043477127,0.0033255497,0.03571627,0.01701746,0.011849638,0.0030441969,0.8767421],"study_design_scores_gemma":[0.00009920701,0.0048236432,0.24657485,0.00040895643,0.0002956074,0.0021699616,0.011468544,0.6505722,0.03835473,0.019364111,0.025731528,0.00013661144],"about_ca_topic_score_codex":0.0044513373,"about_ca_topic_score_gemma":0.0029140466,"teacher_disagreement_score":0.0058492506,"about_ca_system_score_codex":0.0004056221,"about_ca_system_score_gemma":0.0003218404,"threshold_uncertainty_score":0.019567668},"labels":[],"label_agreement":null},{"id":"W4408966872","doi":"10.1007/978-3-031-72490-9_1","title":"Stimulating Innovation: The Role of Intellectual Property Rights Incentives in Global Virtual Teams","year":2025,"lang":"en","type":"book-chapter","venue":"Springer proceedings in business and economics","topic":"Innovation and Knowledge Management","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":"Université du Québec à Montréal","funders":"","keywords":"Intellectual property; Incentive; Business; Knowledge management; Industrial organization; Law and economics; Economics; Political science; Microeconomics; Computer science; Law","score_opus":0.010985869357778507,"score_gpt":0.19944809084474308,"score_spread":0.18846222148696457,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4408966872","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.07127578,0.0053327554,0.031381615,0.011327772,0.00060725724,0.00005356959,0.000051039984,0.00012457845,0.8798456],"genre_scores_gemma":[0.95002323,0.0022193263,0.0037166271,0.00055302196,0.00043200867,0.00007122934,0.000022105376,0.000048923896,0.042913496],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99885416,0.00062472746,0.000023904075,0.00012400791,0.00017755896,0.00019561255],"domain_scores_gemma":[0.99464744,0.0040209237,0.00032361402,0.0003372602,0.00017186535,0.00049894786],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0023028671,0.0003238845,0.0003575198,0.0005833972,0.001265815,0.008484886,0.0009538125,0.0022501668,0.019503677],"category_scores_gemma":[0.005465344,0.00019103361,0.00042754665,0.0009811159,0.0038047764,0.008514136,0.0030039786,0.0021566553,0.0011790892],"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":[0.000048500136,0.00004175805,0.00027279623,0.00006848721,0.00000745424,0.000059807768,0.0008580449,0.0023820514,0.00028119574,0.95242554,0.0049167005,0.03863764],"study_design_scores_gemma":[0.000032514803,0.00005557587,0.00070303644,0.00015444044,0.0000126848745,0.000058952042,0.0010929568,0.0055521363,0.00044113921,0.94356173,0.048320763,0.0000140802185],"about_ca_topic_score_codex":0.0005343444,"about_ca_topic_score_gemma":0.00078490155,"teacher_disagreement_score":0.019503677,"about_ca_system_score_codex":0.0017216909,"about_ca_system_score_gemma":0.001697328,"threshold_uncertainty_score":0.06524634},"labels":[],"label_agreement":null},{"id":"W4409699956","doi":"10.1007/978-3-031-76654-1_10","title":"Digital Capabilities and Firm’s Growth: The Mediating Role of Environmental Innovation and the Moderating Role of Firm Size","year":2025,"lang":"en","type":"book-chapter","venue":"Springer proceedings in business and economics","topic":"Energy, Environment, Economic Growth","field":"Economics, Econometrics and Finance","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":"Artificial Intelligence in Medicine (Canada)","funders":"","keywords":"Business; Industrial organization","score_opus":0.007815296591169432,"score_gpt":0.15570370677888873,"score_spread":0.1478884101877193,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4409699956","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.77375656,0.0439418,0.0055545713,0.02691518,0.0004122309,0.000031443844,0.0011079374,0.000099356635,0.14818102],"genre_scores_gemma":[0.9835451,0.008996877,0.00060349144,0.00020791347,0.00016800182,0.000012225031,0.00017125884,0.000013062593,0.006281992],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9997112,0.000121168356,0.000011301917,0.000050687147,0.00004659163,0.000059021386],"domain_scores_gemma":[0.99141675,0.007102237,0.00077760837,0.00015297202,0.00014767543,0.00040268028],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00072904775,0.0005185483,0.00031621312,0.0009217418,0.00031114073,0.002841084,0.0004380439,0.00096808886,0.012857307],"category_scores_gemma":[0.0040140813,0.00021843483,0.0004961657,0.001837639,0.0010308292,0.0027243607,0.0012430227,0.0013641905,0.00066912913],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00055668695,0.0006535941,0.40383407,0.0007317637,0.0009187328,0.001824396,0.0038305498,0.015749948,0.0037533143,0.33037892,0.021056524,0.21671154],"study_design_scores_gemma":[0.00006944437,0.00026028842,0.6189201,0.0009919516,0.0006678594,0.00060587504,0.0068550124,0.016070643,0.002751322,0.29782674,0.05485457,0.00012614556],"about_ca_topic_score_codex":0.005151491,"about_ca_topic_score_gemma":0.0063700955,"teacher_disagreement_score":0.012857307,"about_ca_system_score_codex":0.00071643345,"about_ca_system_score_gemma":0.0010010345,"threshold_uncertainty_score":0.043012023},"labels":[],"label_agreement":null},{"id":"W4410244311","doi":"10.1007/978-3-031-84885-8_62","title":"Semi-Skilled and Skilled Employment Tax Incentives: A Comparative Analysis of South Africa, Australia, and Canada","year":2025,"lang":"en","type":"book-chapter","venue":"Springer proceedings in business and economics","topic":"Taxation and Compliance Studies","field":"Economics, Econometrics and Finance","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Incentive; Labour economics; Economics; Business; Market economy","score_opus":0.0403426826390349,"score_gpt":0.22589439397412994,"score_spread":0.18555171133509504,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4410244311","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.96385753,0.0063117067,0.00021799054,0.0014377445,0.000020266689,0.000056727724,0.0015521926,0.00001584901,0.026530156],"genre_scores_gemma":[0.9788452,0.0058316076,0.0003343827,0.000117203694,0.000006381769,0.000024071043,0.00069859327,0.000013218175,0.014129291],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.99943465,0.00006323241,0.000017395878,0.000034076955,0.00018220305,0.000268496],"domain_scores_gemma":[0.9982906,0.00035941883,0.00022103518,0.000031421616,0.0007130042,0.00038464498],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00059497054,0.0003067875,0.00048025852,0.0030642033,0.0030667488,0.0024889803,0.00074815063,0.0004053815,0.004935488],"category_scores_gemma":[0.0028217537,0.0002791742,0.00043717373,0.008856588,0.0009981114,0.0009648932,0.0009323299,0.00077496807,0.00024838326],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0011046232,0.00036962752,0.6448489,0.0010971936,0.00054540683,0.002222154,0.035539497,0.010055393,0.0022408878,0.10409175,0.037754763,0.16012985],"study_design_scores_gemma":[0.000029717014,0.00005487905,0.9459021,0.00029499043,0.00016799028,0.00016601317,0.022721991,0.002089751,0.0003826076,0.0027419017,0.025404638,0.00004347488],"about_ca_topic_score_codex":0.9798402,"about_ca_topic_score_gemma":0.9940897,"teacher_disagreement_score":0.027181964,"about_ca_system_score_codex":0.027181964,"about_ca_system_score_gemma":0.037488036,"threshold_uncertainty_score":0.19721991},"labels":[],"label_agreement":null},{"id":"W4411364091","doi":"10.1007/978-981-96-4116-1_32","title":"The Dual Role of Immigrant Entrepreneurship’s Contributions and Challenges Affecting Social and Personal Well-Being","year":2025,"lang":"en","type":"book-chapter","venue":"Springer proceedings in business and economics","topic":"Migration, Ethnicity, and Economy","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":"Yorkville University","funders":"","keywords":"Immigration; Dual (grammatical number); Entrepreneurship; Sociology; Social entrepreneurship; Economic geography; Political science; Geography; Art; Literature","score_opus":0.017141524226117935,"score_gpt":0.23446966855603307,"score_spread":0.21732814432991515,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4411364091","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.75467956,0.009622025,0.000780432,0.021014705,0.0008797726,0.000013325927,0.000073362324,0.00000913409,0.21292773],"genre_scores_gemma":[0.98133415,0.0030686918,0.0003313165,0.0006502519,0.00017320426,0.0000151543645,0.000025625737,0.0000074519908,0.014394175],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","domain_scores_codex":[0.9992693,0.00039798248,0.0000148856225,0.00004918516,0.00009674835,0.00017187488],"domain_scores_gemma":[0.99872905,0.0005927459,0.000111357294,0.00004852084,0.00010199102,0.00041636132],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0014054728,0.00021703767,0.00021456795,0.0005599423,0.0021608914,0.0053766514,0.00037453955,0.0007522617,0.0037344],"category_scores_gemma":[0.0021270732,0.000101631675,0.00021444543,0.0006798879,0.0032175605,0.001866689,0.003740019,0.0016881621,0.00029655054],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0002470969,0.00031340952,0.07801944,0.00026843563,0.000103815175,0.0016157816,0.22410385,0.00041499865,0.0022629027,0.38321218,0.017092502,0.29234552],"study_design_scores_gemma":[0.000020501298,0.00034446624,0.19660026,0.001343967,0.000092183414,0.0017880952,0.43323138,0.00084004784,0.0010661097,0.13706505,0.22752608,0.000081892176],"about_ca_topic_score_codex":0.0023836757,"about_ca_topic_score_gemma":0.007082643,"teacher_disagreement_score":0.0053766514,"about_ca_system_score_codex":0.0007685503,"about_ca_system_score_gemma":0.0014785639,"threshold_uncertainty_score":0.0124928355},"labels":[],"label_agreement":null},{"id":"W4411364188","doi":"10.1007/978-981-96-4116-1_39","title":"Reflecting on the Trans Crises in the Entrepreneurial World","year":2025,"lang":"en","type":"book-chapter","venue":"Springer proceedings in business and economics","topic":"LGBTQ Health, Identity, and Policy","field":"Psychology","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":"Yorkville University","funders":"","keywords":"Political science","score_opus":0.09083098186662411,"score_gpt":0.3409637443050567,"score_spread":0.25013276243843263,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4411364188","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.013972799,0.028831717,0.0016499449,0.42603013,0.008972934,0.000017541724,0.00006707228,0.00004049899,0.52041733],"genre_scores_gemma":[0.46942595,0.043041576,0.0011257145,0.066718124,0.0089965705,0.0000778013,0.00009408007,0.0002531241,0.41026706],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","domain_scores_codex":[0.99922514,0.0004330987,0.000010518905,0.0000461842,0.00012285098,0.00016228955],"domain_scores_gemma":[0.99873763,0.0006462823,0.00006712212,0.00006228898,0.00011703826,0.00036962156],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0018658744,0.00041710935,0.00033461722,0.0008947759,0.0050158827,0.011864665,0.00066416815,0.0045509157,0.014292221],"category_scores_gemma":[0.003017535,0.0001630881,0.00020529308,0.0013504268,0.0112457005,0.014769968,0.0045210775,0.008616069,0.0019242265],"study_design_candidate":"qualitative","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000018049806,0.000020275063,0.00014310275,0.000028163635,0.0000020214911,0.00009589486,0.010786908,0.000084067615,0.0000776741,0.8231718,0.14922206,0.016349917],"study_design_scores_gemma":[0.000003945916,0.000008060339,0.00045390244,0.0001979378,0.0000015060883,0.00008191085,0.029410636,0.00013467004,0.00007058296,0.28001735,0.68961006,0.0000094901925],"about_ca_topic_score_codex":0.0049111536,"about_ca_topic_score_gemma":0.011051227,"teacher_disagreement_score":0.014292221,"about_ca_system_score_codex":0.0030625954,"about_ca_system_score_gemma":0.0027019393,"threshold_uncertainty_score":0.047812223},"labels":[],"label_agreement":null},{"id":"W4411364429","doi":"10.1007/978-981-96-4116-1_25","title":"Impact of Societal Factors on Business Performance of the SMEs Owned by Female Entrepreneurs in Pakistan","year":2025,"lang":"en","type":"book-chapter","venue":"Springer proceedings in business and economics","topic":"Entrepreneurship Studies and Influences","field":"Business, Management and Accounting","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":"Yorkville University","funders":"","keywords":"Women entrepreneurs; Female entrepreneurs; Business; Business administration; Entrepreneurship; Finance","score_opus":0.014496924969643193,"score_gpt":0.2286734818716572,"score_spread":0.214176556902014,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4411364429","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9978103,0.00013874045,0.000007996557,0.000205067,0.0000071189015,0.0000020125276,0.000121355275,6.389968e-7,0.0017068257],"genre_scores_gemma":[0.99937457,0.000110086134,0.0000044595645,0.000014865924,0.000006408081,9.0333657e-7,0.000043069424,3.6087852e-7,0.00044533535],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9996648,0.000072636685,0.000020140993,0.000032550477,0.000047138066,0.0001627454],"domain_scores_gemma":[0.9984302,0.0003306458,0.00042356274,0.000033552853,0.00020641342,0.00057560677],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00032363975,0.00013223199,0.00017832383,0.00054988,0.0010588414,0.0010091907,0.00019607382,0.0003444039,0.004324475],"category_scores_gemma":[0.0012646761,0.00009598189,0.00027952364,0.0008628449,0.0005737664,0.000557317,0.0008123832,0.00062672584,0.00045632178],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00010013843,0.00012868518,0.9914374,0.000013732088,0.000024033316,0.0003532094,0.0015378658,0.00006006687,0.000120288685,0.00017510932,0.000316965,0.005732529],"study_design_scores_gemma":[0.0000011467463,0.00007666725,0.9957075,0.000008515967,0.00000950915,0.0000763693,0.0037260663,0.000033608823,0.0000276364,0.000038068098,0.00029092716,0.000003885242],"about_ca_topic_score_codex":0.029239785,"about_ca_topic_score_gemma":0.0636086,"teacher_disagreement_score":0.029239785,"about_ca_system_score_codex":0.0009138533,"about_ca_system_score_gemma":0.0011152639,"threshold_uncertainty_score":0.058139145},"labels":[],"label_agreement":null},{"id":"W4411364715","doi":"10.1007/978-981-96-4116-1_29","title":"Unraveling the Challenges for Minority Entrepreneurs Affecting Innovative Capabilities and Financial Performance","year":2025,"lang":"en","type":"book-chapter","venue":"Springer proceedings in business and economics","topic":"Entrepreneurship Studies and Influences","field":"Business, Management and Accounting","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":"Yorkville University","funders":"","keywords":"Business; Finance","score_opus":0.0213627717748664,"score_gpt":0.20214904069656797,"score_spread":0.18078626892170158,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4411364715","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.36364388,0.025699174,0.0029542046,0.15684795,0.0018915782,0.00002725395,0.00010107016,0.000030146031,0.4488047],"genre_scores_gemma":[0.9616919,0.008490304,0.0007564792,0.002242779,0.0007294035,0.00001947747,0.000029949437,0.00002360785,0.026016084],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","domain_scores_codex":[0.99929464,0.00029758518,0.0000149642565,0.000047849193,0.00014784679,0.00019701131],"domain_scores_gemma":[0.9973659,0.0015179769,0.00021636886,0.00010812764,0.00028749523,0.0005041346],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0029475174,0.00018531886,0.00023954842,0.00061145774,0.0022951204,0.0077289892,0.0005737041,0.0009475377,0.005053298],"category_scores_gemma":[0.004380795,0.00008767405,0.0001673587,0.00087516167,0.0033765305,0.0076664,0.0035474556,0.0022829424,0.00041309945],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00006510331,0.00010225148,0.010032829,0.0001385538,0.0000186185,0.0002978024,0.040263765,0.00019484232,0.0009182461,0.74208367,0.019386142,0.18649821],"study_design_scores_gemma":[0.000021798412,0.00010511956,0.0265684,0.0008811665,0.000043543165,0.0002488041,0.1266716,0.0012119601,0.0013547353,0.5307541,0.31210253,0.00003639441],"about_ca_topic_score_codex":0.0037954545,"about_ca_topic_score_gemma":0.013048298,"teacher_disagreement_score":0.0077289892,"about_ca_system_score_codex":0.0011175318,"about_ca_system_score_gemma":0.0027540396,"threshold_uncertainty_score":0.01690501},"labels":[],"label_agreement":null},{"id":"W4411865303","doi":"10.1007/978-3-031-80692-6_36","title":"Identifying the Value Proposition of Modular Manufacturing Information Systems for Digital Transformation","year":2025,"lang":"en","type":"book-chapter","venue":"Springer proceedings in business and economics","topic":"Digital Transformation in Industry","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":"Centre de Santé et de Services Sociaux de Chicoutimi","funders":"","keywords":"Modular design; Value proposition; Proposition; Digital transformation; Transformation (genetics); Value (mathematics); Computer science; Business; Programming language; World Wide Web; Epistemology; Philosophy; Marketing","score_opus":0.011773688265614462,"score_gpt":0.18409090555978258,"score_spread":0.17231721729416813,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4411865303","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.25011888,0.0035403266,0.21131775,0.0090067675,0.00021471988,0.00016935388,0.00042944629,0.00020841125,0.5249943],"genre_scores_gemma":[0.9666237,0.0012796458,0.022857184,0.00016346537,0.00011344859,0.000051130115,0.0001270187,0.00003531399,0.008748942],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","domain_scores_codex":[0.99903166,0.00037645316,0.000027304915,0.00011005854,0.00031004014,0.00014452996],"domain_scores_gemma":[0.9941034,0.0045162407,0.0003963128,0.0004724215,0.00037286797,0.00013884067],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001688195,0.00050761114,0.00029096365,0.0021025015,0.0006326009,0.00734704,0.00071483856,0.001648192,0.011296172],"category_scores_gemma":[0.008097827,0.00034623776,0.0004889528,0.0029758713,0.0024894478,0.0098920185,0.0020073021,0.0016537067,0.0009776945],"study_design_candidate":"qualitative","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00003090336,0.0000224777,0.00086404436,0.000070659284,0.000012737807,0.00007826015,0.00017106993,0.0033105467,0.0006604593,0.9567754,0.0011959383,0.036807496],"study_design_scores_gemma":[0.000010600567,0.000049104485,0.0015456764,0.00019390257,0.000033395743,0.000120397315,0.00052963884,0.025124773,0.001974398,0.9564518,0.013951024,0.000015256754],"about_ca_topic_score_codex":0.00060921145,"about_ca_topic_score_gemma":0.0008696242,"teacher_disagreement_score":0.011296172,"about_ca_system_score_codex":0.0029495207,"about_ca_system_score_gemma":0.0011922556,"threshold_uncertainty_score":0.037789524},"labels":[],"label_agreement":null},{"id":"W4412918542","doi":"10.1007/978-981-96-6526-6_13","title":"Real Exchange Rate and GDP Growth: A Regression Analysis Considering Multiple Economic Indicators","year":2025,"lang":"en","type":"book-chapter","venue":"Springer proceedings in business and economics","topic":"Monetary Policy and Economic Impact","field":"Economics, Econometrics and Finance","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":"Econometrics; Economics; Regression analysis; Exchange rate; Regression; Economic indicator; Statistics; Macroeconomics; Mathematics","score_opus":0.03654114083132526,"score_gpt":0.2113647666186799,"score_spread":0.17482362578735464,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4412918542","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.52911246,0.01907985,0.41118792,0.0058692396,0.0012037558,0.00007050779,0.0030393265,0.0017182498,0.028718688],"genre_scores_gemma":[0.90128535,0.009492137,0.03950381,0.00019702781,0.0010786616,0.00009845074,0.003358219,0.00076096907,0.044225335],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9987295,0.00082270487,0.00004813836,0.00016021532,0.00014310161,0.0000963338],"domain_scores_gemma":[0.993733,0.005377946,0.00035058576,0.0001769759,0.00028305384,0.00007857041],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0030176998,0.0017891668,0.0012703435,0.0014238985,0.00037339816,0.0019544647,0.0012220563,0.0010628145,0.0062390533],"category_scores_gemma":[0.009366344,0.0009624794,0.0024412342,0.0022773524,0.0005131938,0.0019732022,0.0009764759,0.0027762847,0.0022664897],"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":[0.00053896295,0.0003647783,0.08766785,0.00031388673,0.0022584053,0.0014494617,0.00032787514,0.6511302,0.0016361473,0.038728803,0.018248785,0.19733487],"study_design_scores_gemma":[0.000015592866,0.00011582415,0.022271426,0.00007917005,0.0004444709,0.00016579703,0.00013808094,0.9587457,0.00058892346,0.01316529,0.004214202,0.000055470897],"about_ca_topic_score_codex":0.0149347475,"about_ca_topic_score_gemma":0.012965838,"teacher_disagreement_score":0.0149347475,"about_ca_system_score_codex":0.0005313823,"about_ca_system_score_gemma":0.0008831683,"threshold_uncertainty_score":0.02969563},"labels":[],"label_agreement":null},{"id":"W4412918646","doi":"10.1007/978-981-96-6526-6_4","title":"Technology Innovation Paradox: The Causes and Solutions","year":2025,"lang":"en","type":"book-chapter","venue":"Springer proceedings in business and economics","topic":"Innovation and Knowledge Management","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":"Industry, Tourism and Investment","funders":"","keywords":"Business; Engineering ethics; Engineering","score_opus":0.02349450811467645,"score_gpt":0.20497972966209413,"score_spread":0.18148522154741767,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4412918646","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.06307459,0.09785623,0.046271127,0.28368524,0.0038426581,0.00007693679,0.00051757187,0.00041861818,0.504257],"genre_scores_gemma":[0.85418034,0.05424756,0.015538385,0.014080681,0.0037530079,0.00018826844,0.00031663498,0.0002405821,0.057454553],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9987748,0.0004684474,0.00004424742,0.00017003523,0.0003976712,0.00014469729],"domain_scores_gemma":[0.99446094,0.003842513,0.00042755768,0.00042915516,0.00048437866,0.0003553745],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0028677215,0.00048161825,0.000995277,0.00217614,0.0018163829,0.008528894,0.0013328424,0.0045452206,0.01017298],"category_scores_gemma":[0.008380762,0.00030078922,0.00072057254,0.003662457,0.008543341,0.012911536,0.0034587774,0.0050599887,0.0011738637],"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":[0.00001348772,0.000025297823,0.0002685024,0.000085399945,0.000007387081,0.00010589234,0.00042444517,0.00043285437,0.000080479695,0.9736997,0.012754308,0.01210222],"study_design_scores_gemma":[0.000008681716,0.0000039714487,0.000159009,0.0000626795,0.0000041037456,0.000103964376,0.000501023,0.00087912654,0.000052960277,0.97665423,0.021563146,0.000007219731],"about_ca_topic_score_codex":0.0012092649,"about_ca_topic_score_gemma":0.0016866889,"teacher_disagreement_score":0.01017298,"about_ca_system_score_codex":0.0026986932,"about_ca_system_score_gemma":0.0035987096,"threshold_uncertainty_score":0.034032047},"labels":[],"label_agreement":null},{"id":"W4412964564","doi":"10.1007/978-981-96-8582-0_7","title":"Work and Family Role Characteristics as Determinants of Work-Family Conflict","year":2025,"lang":"en","type":"book-chapter","venue":"Springer proceedings in business and economics","topic":"Work-Family Balance Challenges","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 Regina","funders":"","keywords":"Work (physics); Work–family conflict; Family conflict; Psychology; Sociology; Social psychology; Engineering; Mechanical engineering","score_opus":0.02269239286556607,"score_gpt":0.24676491195717393,"score_spread":0.22407251909160786,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4412964564","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.86968607,0.055218153,0.0029890523,0.013678713,0.00050801627,0.00003380447,0.0008922079,0.000024211668,0.056969855],"genre_scores_gemma":[0.980433,0.010646513,0.0003980679,0.0001585189,0.00023854358,0.000027160335,0.00021903228,0.000008646601,0.007870617],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9996112,0.000236442,0.000009304305,0.000027531045,0.0000634471,0.00005211337],"domain_scores_gemma":[0.9962022,0.003067582,0.000241404,0.000045284993,0.00008026203,0.0003632431],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0010035852,0.00025628583,0.00036318458,0.00095839915,0.00054373575,0.0019381526,0.00044169373,0.00054196845,0.010700025],"category_scores_gemma":[0.004301458,0.0002032362,0.00029821566,0.0015807283,0.00058489956,0.0011705228,0.00067081925,0.00091187883,0.00045928225],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00031854335,0.00060296734,0.76040316,0.00013551423,0.00017999073,0.00097325916,0.004371575,0.0020852496,0.00043637777,0.046955965,0.01216592,0.17137145],"study_design_scores_gemma":[0.000013062752,0.0001222352,0.9449787,0.0002009794,0.00006973279,0.00050456397,0.008446501,0.002413376,0.00013693533,0.033556785,0.009528462,0.00002860739],"about_ca_topic_score_codex":0.004406558,"about_ca_topic_score_gemma":0.007884607,"teacher_disagreement_score":0.010700025,"about_ca_system_score_codex":0.00051165815,"about_ca_system_score_gemma":0.00078156864,"threshold_uncertainty_score":0.035795152},"labels":[],"label_agreement":null},{"id":"W4413404268","doi":"10.1007/978-3-031-97133-4_6","title":"Sleepiness Decreases Preference for Mass-Market Brands","year":2025,"lang":"en","type":"book-chapter","venue":"Springer proceedings in business and economics","topic":"Sleep and Work-Related Fatigue","field":"Psychology","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":"Preference; Advertising; Business; Psychology; Economics; Microeconomics","score_opus":0.02944191658446754,"score_gpt":0.24364944093475815,"score_spread":0.2142075243502906,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4413404268","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99025005,0.0018200503,0.00023676378,0.00042425367,0.0001652195,0.000019929115,0.00022960607,0.000058940896,0.006795174],"genre_scores_gemma":[0.97903275,0.001573213,0.00054826157,0.001134225,0.00023861806,0.00003563639,0.00045650784,0.000060156977,0.01692058],"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","domain_scores_codex":[0.99987674,0.000040930416,0.0000062756976,0.000027443319,0.000024739498,0.000023724202],"domain_scores_gemma":[0.9986903,0.0006565955,0.00021555768,0.000112325266,0.000046734778,0.00027833824],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002858039,0.0003849818,0.00045981578,0.00029400928,0.00023231795,0.00057394203,0.00023158238,0.0006903536,0.024842871],"category_scores_gemma":[0.0014821521,0.0004197279,0.00045071047,0.0001632345,0.0002544988,0.00038941877,0.00040298028,0.00095383386,0.0015056647],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.10700469,0.021467255,0.13487951,0.0017569469,0.0034735736,0.00039679196,0.0007294064,0.0006614931,0.41031724,0.001518178,0.01869518,0.29909977],"study_design_scores_gemma":[0.0009768351,0.014553176,0.9640558,0.00011272392,0.00064826704,0.00027389315,0.00039356374,0.0010186667,0.011764926,0.0010280097,0.0051376987,0.000036351707],"about_ca_topic_score_codex":0.0015792218,"about_ca_topic_score_gemma":0.0032799232,"teacher_disagreement_score":0.024842871,"about_ca_system_score_codex":0.00014177873,"about_ca_system_score_gemma":0.00012262791,"threshold_uncertainty_score":0.08310765},"labels":[],"label_agreement":null},{"id":"W4415038818","doi":"10.1007/978-3-031-94487-1_5","title":"Determinants of Longevity in Vilcabamba, Ecuador: The Role of Diet, Lifestyle and Environment.","year":2025,"lang":"en","type":"book-chapter","venue":"Springer proceedings in business and economics","topic":"Climate Change and Health Impacts","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Longevity; Quarter (Canadian coin); Healthy aging; Quality of life (healthcare); Quality (philosophy); Exploratory research","score_opus":0.015848658354556122,"score_gpt":0.22161774758371336,"score_spread":0.20576908922915724,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4415038818","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9488915,0.03857148,0.0003610771,0.0034115617,0.00008257692,0.000010179948,0.0013478204,0.000020795353,0.007303073],"genre_scores_gemma":[0.9867106,0.009025218,0.00021983137,0.00009411737,0.00004508533,0.000017657469,0.0005446818,0.000004076697,0.0033386461],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99995875,0.000014661429,0.000002418265,0.000007228314,0.0000040521186,0.000012963394],"domain_scores_gemma":[0.99988437,0.000042443313,0.000037979782,0.000005095143,0.0000114493,0.000018600856],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00019816625,0.00016872659,0.00015932246,0.0004999056,0.00020776084,0.00041990742,0.00029558688,0.0002064211,0.00241572],"category_scores_gemma":[0.00068574,0.00007748732,0.00015364881,0.0007249639,0.0001277905,0.00029444715,0.0003071501,0.00025793066,0.000108281645],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00020286326,0.00012086563,0.84883547,0.0003084512,0.00018788427,0.0012425097,0.0051608984,0.0006247514,0.0010595133,0.0050954777,0.007785289,0.12937605],"study_design_scores_gemma":[0.000003373116,0.00003302448,0.99078137,0.00013341245,0.00004348838,0.00018506398,0.001655636,0.00029201605,0.00006417012,0.00057660067,0.006226798,0.000004985152],"about_ca_topic_score_codex":0.028120395,"about_ca_topic_score_gemma":0.044607013,"teacher_disagreement_score":0.028120395,"about_ca_system_score_codex":0.00040658528,"about_ca_system_score_gemma":0.00029544937,"threshold_uncertainty_score":0.05591345},"labels":[],"label_agreement":null},{"id":"W4416051890","doi":"10.1007/978-3-032-00063-7_3","title":"Quality for Sustainability (Q4S)—The Case of Sweden","year":2025,"lang":"en","type":"book-chapter","venue":"Springer proceedings in business and economics","topic":"Sustainability and Climate Change Governance","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":"Toronto Metropolitan University; University of Alberta","funders":"","keywords":"Sustainability; Quality (philosophy); Sustainability organizations; Sustainable development; Work (physics); Poverty","score_opus":0.02357846925808369,"score_gpt":0.2578146362802233,"score_spread":0.2342361670221396,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4416051890","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0924461,0.008191509,0.003938556,0.031624302,0.0005671003,0.000035872483,0.00008008092,0.00006615122,0.8630504],"genre_scores_gemma":[0.9141463,0.0024280143,0.0012846994,0.0015735948,0.00013446537,0.000030365376,0.00004320637,0.0000721535,0.080287285],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","domain_scores_codex":[0.99682176,0.0013733002,0.00010965163,0.000221924,0.0006279926,0.00084527413],"domain_scores_gemma":[0.9982582,0.0008405686,0.00015609269,0.00014828453,0.0003237031,0.00027311436],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0024597722,0.0003407851,0.0002963346,0.0013027969,0.004817574,0.016464166,0.00068624044,0.003448969,0.008349925],"category_scores_gemma":[0.004538966,0.00028334823,0.00073137414,0.0028990859,0.007611504,0.0042592115,0.006348161,0.0026594438,0.001046316],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000034416786,0.000024361321,0.0016967618,0.00008483368,0.0000120822,0.0006390252,0.0076720514,0.00094269303,0.00008146223,0.9416941,0.01981792,0.027300352],"study_design_scores_gemma":[0.000025730937,0.00006198917,0.0060542314,0.00066813023,0.00003422806,0.00072230335,0.022386376,0.001656492,0.00032475143,0.3384287,0.6295967,0.00004028388],"about_ca_topic_score_codex":0.065826595,"about_ca_topic_score_gemma":0.06258569,"teacher_disagreement_score":0.065826595,"about_ca_system_score_codex":0.011145233,"about_ca_system_score_gemma":0.0075899563,"threshold_uncertainty_score":0.13088691},"labels":[],"label_agreement":null}]}