{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":13,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":13,"direct_label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline (scores rank; they never assert a category)","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12","author_layer_release":"2026-06-26"},"query_hash":"605d61fb93e5","filters":{"venue":"Humanism in business series"}},"results":[{"id":"W4319015118","doi":"10.1007/978-3-031-17403-2_4","title":"Cooperative Governance in Context","year":2023,"lang":"en","type":"book-chapter","venue":"Humanism in business series","topic":"Cooperative Studies and Economics","field":"Business, Management and Accounting","cited_by":22,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Saint Mary's University","funders":"","keywords":"Corporate governance; Context (archaeology); Business; Geography; Finance; Archaeology","authors":[{"name":"Sonja Novković","is_ca":true},{"name":"Karen Miner","is_ca":true},{"name":"Cian McMahon","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03518521290275459,"gpt":0.2098483553049962,"spread":0.1746631424022416,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001506947,0.000521965,0.0007886616,0.0002782536,0.0002445109,0.000324151,0.0003011725,0.0002073642,0.001360026],"category_scores_gemma":[0.00008589958,0.0005378815,0.00007486424,0.0002182061,0.0002382378,0.001244244,0.000521483,0.0003472952,0.001291474],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001644935,"about_ca_system_score_gemma":0.00005475678,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001430594,"about_ca_topic_score_gemma":0.1069396,"domain_scores_codex":[0.9982868,0.000003621065,0.0005952514,0.0005819449,0.0001576286,0.0003746987],"domain_scores_gemma":[0.9990239,0.00004128362,0.0003240202,0.0002872144,0.0003161194,0.000007438509],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006175579,0.00001886886,0.0003127772,0.0002354875,0.00002900079,0.0001262029,0.0002940756,0.0001558076,0.000001726235,0.9917014,0.005527613,0.001535241],"study_design_scores_gemma":[0.0008095959,0.00001213995,0.01780642,0.0008042295,0.00002347254,0.000002202558,0.0007481254,0.00009427054,0.000001702163,0.03459824,0.9441893,0.00091028],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002767626,0.001177433,0.000003543873,0.001903921,0.001735107,0.0006184939,0.00004881381,0.000155043,0.99159],"genre_scores_gemma":[0.1072121,0.004466764,0.00001896757,0.002169804,0.002382257,0.0001529505,0.0002350271,0.0002798484,0.8830823],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9571032,"threshold_uncertainty_score":0.9997073,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4319014687","doi":"10.1007/978-3-031-17403-2","title":"Humanistic Governance in Democratic Organizations","year":2023,"lang":"en","type":"book","venue":"Humanism in business series","topic":"Ethics in Business and Education","field":"Decision Sciences","cited_by":19,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"Saint Mary's University","funders":"Atlantic Canada Opportunities Agency; Fonds Wetenschappelijk Onderzoek; University of Galway","keywords":"Humanism; Democracy; Corporate governance; Perspective (graphical); Democratic governance; Political science; Sociology; Humanistic psychology; Public administration; Management; Law; Computer science; Economics; Politics; Artificial intelligence","authors":[{"name":"Sonja Novković","is_ca":true},{"name":"Karen Miner","is_ca":true},{"name":"Cian McMahon","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.144885071440664,"gpt":0.3648364647383956,"spread":0.2199513932977316,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001905431,0.0005113501,0.0008986014,0.0009700136,0.0004635094,0.0007567783,0.001492619,0.0006223658,0.00208071],"category_scores_gemma":[0.01229395,0.0004862823,0.00006672446,0.003949226,0.0004939388,0.000911032,0.0004143218,0.0007945391,0.001707404],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000636864,"about_ca_system_score_gemma":0.00260638,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001923715,"about_ca_topic_score_gemma":0.02015988,"domain_scores_codex":[0.9948887,0.0001503018,0.001668801,0.001069438,0.001718942,0.0005038365],"domain_scores_gemma":[0.9940197,0.001922358,0.000798692,0.001246404,0.001949137,0.00006367768],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00001653407,0.0001141741,0.002158825,0.0003635785,0.00001093948,0.000138968,0.003216747,0.001090601,0.0000111494,0.907967,0.08430974,0.0006016818],"study_design_scores_gemma":[0.0002004985,0.00001313206,0.1492766,0.0008353225,0.00001580376,0.00001229968,0.0003152956,0.00005251886,0.00000361984,0.8137552,0.03499909,0.0005207167],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.005040745,0.004226643,0.001629188,0.01920789,0.02229724,0.002391323,0.0003466824,0.0007925073,0.9440678],"genre_scores_gemma":[0.02434271,0.001439686,0.0003010102,0.0002396151,0.0006580832,0.0001064586,0.0002677405,0.0001670784,0.9724776],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1471177,"threshold_uncertainty_score":0.9997589,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4319013622","doi":"10.1007/978-3-031-17403-2_14","title":"Measuring Transformational Impact of Cooperatives","year":2023,"lang":"en","type":"book-chapter","venue":"Humanism in business series","topic":"Cooperative Studies and Economics","field":"Business, Management and Accounting","cited_by":7,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Saint Mary's University","funders":"","keywords":"Transformational leadership; Business; Economics; Management","authors":[{"name":"Sonja Novković","is_ca":true},{"name":"Dražen Šimleša","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.07604097397004954,"gpt":0.2329405459710379,"spread":0.1568995720009884,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001467744,0.0003964382,0.0006346104,0.000463172,0.0002450206,0.000167224,0.0002012838,0.0001346084,0.001037922],"category_scores_gemma":[0.00003576401,0.0003613022,0.0001723993,0.0001490101,0.0001850357,0.001405455,0.0001681979,0.0001777957,0.0002195947],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008885336,"about_ca_system_score_gemma":0.0000766513,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003661316,"about_ca_topic_score_gemma":0.003199097,"domain_scores_codex":[0.9987254,0.000002598994,0.000578096,0.0002805507,0.0001759779,0.0002374177],"domain_scores_gemma":[0.998986,0.00002681002,0.0002838493,0.0001804112,0.000515924,0.000007025172],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001135228,0.00002947824,0.00049872,0.0007965559,0.0002151799,0.00001593013,0.0008472205,0.002449476,0.00003816139,0.9926035,0.001425991,0.0009662613],"study_design_scores_gemma":[0.005048356,0.0002042062,0.3310225,0.005261176,0.000500851,0.00002634933,0.002786839,0.002338653,0.00005940591,0.192322,0.4545291,0.005900463],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.02010855,0.000514414,0.00003852778,0.0003559412,0.0008213551,0.0005869737,0.0001115306,0.0001655432,0.9772972],"genre_scores_gemma":[0.6086107,0.003827456,0.0001528294,0.0003538716,0.004386799,0.0001465596,0.001227106,0.000529954,0.3807647],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.8002815,"threshold_uncertainty_score":0.9998839,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4319014180","doi":"10.1007/978-3-031-17403-2_2","title":"Humanism and the Cooperative Enterprise: Theoretical Foundations","year":2023,"lang":"en","type":"book-chapter","venue":"Humanism in business series","topic":"Cooperative Studies and Economics","field":"Business, Management and Accounting","cited_by":5,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Saint Mary's University","funders":"","keywords":"Corporate governance; Alliance; Public relations; Business; Identity (music); Shareholder; Set (abstract data type); Humanism; Work (physics); Control (management); Management; Political science; Economics; Engineering; Law; Computer science; Finance","authors":[{"name":"Sonja Novković","is_ca":true},{"name":"Cian McMahon","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02439492087168119,"gpt":0.2216727885905629,"spread":0.1972778677188817,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003282536,0.0004888285,0.0006612191,0.0002443837,0.001090079,0.0009239182,0.0003020849,0.0001822058,0.001521023],"category_scores_gemma":[0.0001436789,0.0003611744,0.00009582223,0.0001193781,0.002102855,0.0007898492,0.0008309362,0.000385357,0.0004967376],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000516763,"about_ca_system_score_gemma":0.00003697333,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001696783,"about_ca_topic_score_gemma":0.003203624,"domain_scores_codex":[0.9984844,0.00001201426,0.0005177946,0.0005113583,0.0001660918,0.0003082976],"domain_scores_gemma":[0.998878,0.0001675312,0.0002379529,0.0003403752,0.0003660353,0.00001011041],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00009886728,0.00001115639,0.00002849363,0.0001139294,0.00007449367,0.00001793321,0.0005418436,0.00002013554,6.893867e-7,0.9967972,0.001963584,0.0003316922],"study_design_scores_gemma":[0.001367141,0.00001259976,0.001802715,0.000263118,0.0001407533,0.000006641966,0.0009049057,0.0002725653,5.007182e-7,0.5740867,0.4204932,0.0006490995],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0009343131,0.0005570203,0.000075469,0.006420984,0.001308424,0.0009217493,0.00003052446,0.0001840947,0.9895674],"genre_scores_gemma":[0.1820768,0.007942945,0.00007504112,0.005462463,0.0059367,0.0004998482,0.0006051311,0.0004863275,0.7969148],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4227104,"threshold_uncertainty_score":0.999884,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4319014140","doi":"10.1007/978-3-031-17403-2_11","title":"Networking, Governance, and Stakeholder Engagement of Financial Cooperatives: Some National Case Studies","year":2023,"lang":"en","type":"book-chapter","venue":"Humanism in business series","topic":"Cooperative Studies and Economics","field":"Business, Management and Accounting","cited_by":3,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"Atlantic Canada Opportunities Agency; Fonds Wetenschappelijk Onderzoek; University of Galway","keywords":"Grassroots; Corporate governance; Relevance (law); Business; Stakeholder; Institution; Financial services; Cartel; Financial institution; Accounting; Public relations; Industrial organization; Political science; Politics; Finance","authors":[{"name":"Ermanno Tortia","is_ca":false},{"name":"Silvia Sacchetti","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.124620532050224,"gpt":0.2617023460558962,"spread":0.1370818140056722,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003295794,0.0004556206,0.0007614889,0.0002266342,0.000537061,0.0001635764,0.0001342464,0.0001331441,0.000123297],"category_scores_gemma":[0.0001490825,0.0004459522,0.00006056962,0.000138788,0.0004348953,0.001032162,0.0006806655,0.0002450453,0.00003232015],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009835965,"about_ca_system_score_gemma":0.00007832787,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000138449,"about_ca_topic_score_gemma":0.004700637,"domain_scores_codex":[0.998394,0.00000693679,0.0006204952,0.0004786988,0.0002319455,0.0002679359],"domain_scores_gemma":[0.998516,0.00008104288,0.000485122,0.0001604278,0.0007495727,0.000007847383],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004546096,0.0000235148,0.0001201897,0.000775862,0.0001348888,0.0003680918,0.0005787658,0.0002745602,0.000001396842,0.9832073,0.01345308,0.00101687],"study_design_scores_gemma":[0.001212313,0.00004111621,0.00677389,0.001173228,0.0001406835,0.00004615961,0.001424251,0.0000921212,0.000002667499,0.1029256,0.8850114,0.00115662],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0758063,0.03395419,0.00001176021,0.002691707,0.01308203,0.003198091,0.0005723073,0.0004504089,0.8702332],"genre_scores_gemma":[0.2897045,0.07026593,0.0002076928,0.003971171,0.0254386,0.0004753779,0.000505174,0.0006137083,0.6088178],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8802817,"threshold_uncertainty_score":0.9997993,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4319014185","doi":"10.1007/978-3-031-17403-2_13","title":"Transformational Resilience and Future-Ready Cooperative Governance Systems","year":2023,"lang":"en","type":"book-chapter","venue":"Humanism in business series","topic":"Cooperative Studies and Economics","field":"Business, Management and Accounting","cited_by":3,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Saint Mary's University","funders":"","keywords":"Framing (construction); Transformational leadership; Transformative learning; Corporate governance; Resilience (materials science); Context (archaeology); Political science; Knowledge management; Process management; Business; Sociology; Engineering; Public relations; Computer science; Geography","authors":[{"name":"Karen Miner","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02343595940790784,"gpt":0.2020575009670567,"spread":0.1786215415591488,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001420173,0.000423936,0.0005458989,0.0001529765,0.00048671,0.0005133203,0.0001903895,0.0001659442,0.0001812783],"category_scores_gemma":[0.00001823908,0.0004024134,0.00003903029,0.0001212341,0.0002537866,0.001744041,0.0001747061,0.0002172993,0.0002498024],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007320458,"about_ca_system_score_gemma":0.00004384222,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004230399,"about_ca_topic_score_gemma":0.004014085,"domain_scores_codex":[0.9986061,0.000003513972,0.0004936502,0.0004340115,0.0001981993,0.000264527],"domain_scores_gemma":[0.9991202,0.0000293321,0.0002735878,0.0001866981,0.0003803093,0.000009853663],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000413448,0.000007409939,0.00004817266,0.0004833491,0.00003020191,0.00002031455,0.0002890448,0.000282618,0.000001811244,0.9958297,0.002143467,0.0008225381],"study_design_scores_gemma":[0.0003844965,0.00001175777,0.01075481,0.0003661158,0.00003285545,0.00000762976,0.0006851938,0.0003442197,5.05936e-7,0.004525994,0.9822803,0.0006061099],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001814202,0.00315057,0.00002148841,0.002481944,0.002875733,0.0008029079,0.0001708904,0.0001834308,0.9884988],"genre_scores_gemma":[0.06643496,0.03552996,0.00006662087,0.001567991,0.01572319,0.0003701889,0.001079501,0.0004053628,0.8788222],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9913037,"threshold_uncertainty_score":0.9998428,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4360969798","doi":"10.1007/978-3-031-15632-8_2","title":"Creativity and Disruptive Technology","year":2023,"lang":"en","type":"book-chapter","venue":"Humanism in business series","topic":"Creativity in Education and Neuroscience","field":"Psychology","cited_by":2,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Prince Edward Island","funders":"","keywords":"Creativity; Psychology; Social psychology","authors":[{"name":"Gary Evans","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.06358321771031618,"gpt":0.3342886775525191,"spread":0.270705459842203,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001268192,0.0003200351,0.0004190559,0.0006543227,0.0001882897,0.00006142921,0.0002226531,0.0003966725,0.001280056],"category_scores_gemma":[0.000104545,0.000330974,0.00003229171,0.0002525106,0.001207582,0.0001597889,0.0001908501,0.0003786617,0.0004014858],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004663364,"about_ca_system_score_gemma":0.00006328108,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006488056,"about_ca_topic_score_gemma":0.0004583666,"domain_scores_codex":[0.9986405,0.00002502475,0.000262775,0.000647062,0.0001520283,0.0002725556],"domain_scores_gemma":[0.9990749,0.0001456092,0.0001678174,0.0004624466,0.0001070241,0.00004220638],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002951685,0.00005378082,0.0008563169,0.00004514902,0.00001283023,0.000123407,0.002946469,2.602253e-7,0.00006962076,0.9923467,0.0007624542,0.002753478],"study_design_scores_gemma":[0.0006879646,0.0002312178,0.2353592,0.0005117528,0.00006960223,0.0003442059,0.003522741,0.000001469994,0.0001028267,0.360976,0.396906,0.001287044],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01670172,0.0005440346,0.00002643642,0.003287069,0.002558772,0.0004903608,0.00009336646,0.0004423908,0.9758558],"genre_scores_gemma":[0.04991708,0.0006658775,0.0000431463,0.0001083141,0.000127654,0.0001043361,0.00002501341,0.0000777102,0.9489309],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6313708,"threshold_uncertainty_score":0.9999142,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4392306510","doi":"10.1007/978-3-031-34366-7_5","title":"Humanistic Leadership in Africa: A Relational Ideal of Maat","year":2024,"lang":"en","type":"book-chapter","venue":"Humanism in business series","topic":"Emotional Intelligence and Performance","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"McMaster University","funders":"","keywords":"Humanism; Ideal (ethics); Sociology; Political science; Epistemology; Philosophy; Law","authors":[{"name":"Baniyelme D. Zoogah","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.3061084257543399,"gpt":0.3150415753563081,"spread":0.008933149601968116,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0002442525,0.0003452566,0.0004722925,0.0006431398,0.00005945882,0.00002815853,0.0002506864,0.000473149,0.01010029],"category_scores_gemma":[0.00001779485,0.000360962,0.00009223782,0.0001617791,0.0004055793,0.0001909663,0.00007060947,0.0006197556,0.001468496],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001063407,"about_ca_system_score_gemma":0.00009287152,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001159816,"about_ca_topic_score_gemma":0.000957772,"domain_scores_codex":[0.9981382,0.00001872671,0.0007395542,0.0004576368,0.0003116671,0.0003342058],"domain_scores_gemma":[0.9991898,0.0001187362,0.0001975856,0.0003124065,0.0001542814,0.00002717138],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00009831008,0.00004307111,0.0002692545,0.0006290603,0.00003917373,0.0001886418,0.003569633,0.00006585522,0.000008503086,0.99356,0.001382911,0.0001455984],"study_design_scores_gemma":[0.0003344872,0.0001452434,0.04880181,0.003079315,0.00006850742,0.0001098087,0.0009144794,0.00001702944,0.00001469802,0.7812982,0.1644241,0.0007923598],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0008302228,0.008997647,0.00003031103,0.0006015087,0.001380665,0.0002558463,0.0000843508,0.00005113635,0.9877683],"genre_scores_gemma":[0.2076913,0.0002675552,0.00007986981,0.00007940048,0.0003463971,0.00004441157,0.0001645659,0.00007725324,0.7912493],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2122618,"threshold_uncertainty_score":0.9998842,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4319015162","doi":"10.1007/978-3-031-17403-2_1","title":"Introduction","year":2023,"lang":"en","type":"book-chapter","venue":"Humanism in business series","topic":"Cooperative Studies and Economics","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Saint Mary's University","funders":"","keywords":"Corporate governance; Democracy; Context (archaeology); Order (exchange); Business; Control (management); Knowledge management; Public administration; Process management; Public relations; Political science; Management; Computer science; Economics; Law; Politics; Finance; Geography","authors":[{"name":"Sonja Novković","is_ca":true},{"name":"Cian McMahon","is_ca":true},{"name":"Karen Miner","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03150556566856462,"gpt":0.1985277933329715,"spread":0.1670222276644069,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001238859,0.0003761965,0.0004691736,0.0004237093,0.0003184704,0.0003173258,0.0001900931,0.0001658905,0.002072953],"category_scores_gemma":[0.000047267,0.0003918253,0.00007266785,0.0001393372,0.0001482796,0.001038523,0.0003961507,0.0002191041,0.002954838],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007469816,"about_ca_system_score_gemma":0.00002075113,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002347051,"about_ca_topic_score_gemma":0.004490178,"domain_scores_codex":[0.9987317,0.000001383698,0.0003946542,0.0004862373,0.0001240565,0.0002619193],"domain_scores_gemma":[0.9991766,0.00001180691,0.0002318722,0.0002985272,0.0002761561,0.000005048169],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002625978,0.000008429311,0.00004085848,0.0002600741,0.00003029717,0.00002383467,0.00005153228,0.00007855829,0.000003266892,0.9454822,0.05272657,0.001268102],"study_design_scores_gemma":[0.0001611369,0.000004291398,0.002523898,0.00008965984,0.00003140787,0.00000218007,0.0001119465,0.00002122399,7.650501e-7,0.06156876,0.9350625,0.0004222073],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0005128264,0.0002861909,0.000008887335,0.006177112,0.004546698,0.0003334199,0.0000108159,0.0003359936,0.9877881],"genre_scores_gemma":[0.001508871,0.001174669,0.00002887146,0.0005623614,0.01778762,0.00004426535,0.000318754,0.0001831323,0.9783915],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8839135,"threshold_uncertainty_score":0.9998534,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4392306453","doi":"10.1007/978-3-031-34366-7_3","title":"Humanistic Leadership in the Amish Community: Leading from the Edge","year":2024,"lang":"en","type":"book-chapter","venue":"Humanism in business series","topic":"Agriculture and Farm Safety","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"MacEwan University","funders":"","keywords":"Humanism; Enhanced Data Rates for GSM Evolution; Sociology; Psychoanalysis; Psychology; Political science; Computer science; Artificial intelligence; Law","authors":[{"name":"Charles Keim","is_ca":true},{"name":"Masoud Shadnam","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1572169295253001,"gpt":0.2301049567524996,"spread":0.0728880272271995,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004943711,0.0004337526,0.0004195968,0.00002237372,0.0008017136,0.000400373,0.001172797,0.0003631015,0.0005765104],"category_scores_gemma":[0.00002012459,0.0001238808,0.0001274451,0.0002138442,0.0004015503,0.0001782778,0.0002478224,0.00147449,0.0002494432],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006763381,"about_ca_system_score_gemma":0.00001318245,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001809816,"about_ca_topic_score_gemma":0.0740917,"domain_scores_codex":[0.9984087,0.0001435696,0.0004139837,0.0003545347,0.0003170806,0.000362083],"domain_scores_gemma":[0.9987818,0.0007596249,0.000136603,0.000224814,0.00007226406,0.00002489756],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005572353,0.00009822034,0.0003512274,0.0001770454,0.00005995963,0.0002063117,0.01314341,0.000004494477,0.001051582,0.9709947,0.008011783,0.005845587],"study_design_scores_gemma":[0.0001279703,0.00009684468,0.1439178,0.001091234,0.0001068308,0.00003424711,0.01435133,0.000001143755,0.000008108485,0.183702,0.6558132,0.0007493985],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.0362447,0.0170679,0.000001583929,0.02977848,0.001606575,0.001528497,0.0005417127,0.000334811,0.9128957],"genre_scores_gemma":[0.7812705,0.0008417363,0.000007130154,0.003258751,0.002085182,0.00007110404,0.001285428,0.00001224686,0.2111679],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.7872927,"threshold_uncertainty_score":0.9428037,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4407593189","doi":"10.1007/978-3-031-73522-6_4","title":"Employee Management in the Civil Service in Post-Covid-19 Ghana: The Need to Move Away from the Mechanistic to Humanistic Management Perspective","year":2024,"lang":"en","type":"book-chapter","venue":"Humanism in business series","topic":"Public-Private Partnership Projects","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Concordia University","funders":"","keywords":"Perspective (graphical); Humanism; Civil service; Coronavirus disease 2019 (COVID-19); Service (business); Business; Sociology; Political science; Management; Public relations; Computer science; Medicine; Marketing; Economics; Law; Artificial intelligence; Public service","authors":[{"name":"Frank L. K. Ohemeng","is_ca":true},{"name":"Augustina Akonnor","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04450131720691566,"gpt":0.2718638404028004,"spread":0.2273625231958848,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","scholarly_communication","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001602389,0.001243939,0.0008654984,0.001915392,0.0007178289,0.00264412,0.003598888,0.0002937764,0.0008131888],"category_scores_gemma":[0.0002529809,0.0008317019,0.000176737,0.002403063,0.0001992599,0.0008812136,0.003281309,0.00100363,0.001790622],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001232437,"about_ca_system_score_gemma":0.000139476,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01431269,"about_ca_topic_score_gemma":0.1408095,"domain_scores_codex":[0.9947715,0.00008876118,0.001069731,0.001693461,0.001306017,0.001070569],"domain_scores_gemma":[0.9967799,0.0003653321,0.0003640769,0.001950487,0.0004835942,0.0000566795],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0002433646,0.00007699453,0.0000509916,0.001041904,0.000226924,0.001059741,0.00979509,0.0004429799,0.000006662492,0.981213,0.005688048,0.0001543016],"study_design_scores_gemma":[0.001031959,0.00003560805,0.02053558,0.001346555,0.0005769164,0.00001056481,0.05687572,0.00008403857,0.000001675939,0.5694284,0.3484932,0.001579787],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.003927102,0.0009825791,0.0002536649,0.1376076,0.001988801,0.01036091,0.0001375022,0.0004594792,0.8442823],"genre_scores_gemma":[0.6626312,0.0003080441,0.0004063021,0.1996871,0.00410726,0.005682771,0.000847543,0.0009700503,0.1253597],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.7189226,"threshold_uncertainty_score":0.9994134,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4407593161","doi":"10.1007/978-3-031-73522-6_13","title":"Leadership and Employee Performance in the Ghanaian Public Sector: A Humanistic Perspective","year":2024,"lang":"en","type":"book-chapter","venue":"Humanism in business series","topic":"Workplace Spirituality and Leadership","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Concordia University","funders":"","keywords":"Perspective (graphical); Humanism; Business; Public sector; Public relations; Sociology; Psychology; Political science; Computer science; Artificial intelligence","authors":[{"name":"Emelia Amoako Asiedu","is_ca":false},{"name":"Kenneth Parku","is_ca":false},{"name":"Frank L. K. Ohemeng","is_ca":true},{"name":"Theresa Obuobisa‐Darko","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1629152278679821,"gpt":0.3006849776504565,"spread":0.1377697497824744,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001298295,0.0004460168,0.0004785049,0.0005093561,0.0008606924,0.0008817484,0.0006273055,0.0005215469,0.0007070731],"category_scores_gemma":[0.0001656326,0.0003936313,0.00008128026,0.0003571578,0.002186379,0.0006844816,0.00009503806,0.001122035,0.0001337413],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004561901,"about_ca_system_score_gemma":0.0003978841,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001301571,"about_ca_topic_score_gemma":0.1347583,"domain_scores_codex":[0.9974854,0.0001722603,0.0003995244,0.0006473384,0.0006361373,0.0006593699],"domain_scores_gemma":[0.9990377,0.0002164374,0.00012594,0.0003591319,0.0001898195,0.00007091677],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002095257,0.00001723497,0.0003747881,0.0004025014,0.00001880869,0.00007533855,0.1253911,9.978382e-7,3.67915e-7,0.8733346,0.0002854527,0.00007784671],"study_design_scores_gemma":[0.0004016993,0.0001223982,0.01772431,0.001817295,0.00009307098,0.00003330865,0.2885185,0.000002014691,0.000001182104,0.2662569,0.4238585,0.001170854],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.00475263,0.008277026,0.000001726604,0.04419097,0.0006472835,0.0008046566,0.00001975418,0.0001783106,0.9411277],"genre_scores_gemma":[0.7441011,0.0006946637,0.00001255007,0.00060841,0.000845089,0.00006130923,0.00001832916,0.00006842633,0.2535901],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.7393485,"threshold_uncertainty_score":0.9998516,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4401167457","doi":"10.1007/978-3-031-59944-6_13","title":"How Fair Are Digital Labor Platforms in Brazil? Evidence from Fairwork Brazil","year":2024,"lang":"en","type":"book-chapter","venue":"Humanism in business series","topic":"Digital Economy and Work Transformation","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Toronto","funders":"","keywords":"Labour economics; Economics","authors":[{"name":"Julice Salvagni","is_ca":false},{"name":"Cláudia Nociolini Rebechi","is_ca":false},{"name":"Jonas C.L. Valente","is_ca":false},{"name":"Rafael Grohmann","is_ca":true},{"name":"Rodrigo Carelli","is_ca":false},{"name":"Roseli Fígaro","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02727670983950304,"gpt":0.2528669101498198,"spread":0.2255902003103168,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.0002078827,0.0004726668,0.0005986563,0.0003560356,0.0002976553,0.002790308,0.000537147,0.0005652993,0.0004271079],"category_scores_gemma":[0.0001098116,0.0004703659,0.0001283408,0.0003064862,0.0006117916,0.009203673,0.0001219401,0.0004921851,0.0003505592],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003280362,"about_ca_system_score_gemma":0.0002834746,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005727033,"about_ca_topic_score_gemma":0.04653635,"domain_scores_codex":[0.9979267,0.000008339014,0.0005566013,0.0005824077,0.0004671419,0.0004588081],"domain_scores_gemma":[0.999047,0.0001676943,0.0002450433,0.000296033,0.0001550347,0.00008915146],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00009058464,0.00003229136,0.001302057,0.0003370345,0.00004020324,0.0001813963,0.01817991,0.00002814413,7.349707e-7,0.9665146,0.00084639,0.01244662],"study_design_scores_gemma":[0.0001946857,0.00002311437,0.004558565,0.00487061,0.00002010608,0.000001979277,0.004165052,0.000002546096,0.000006635662,0.4575031,0.5279405,0.0007130913],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.02036516,0.005990809,0.00005764643,0.01166539,0.002292481,0.0009800782,0.0008351373,0.0004201056,0.9573932],"genre_scores_gemma":[0.5669963,0.002732817,0.00004453335,0.0002149503,0.0007398743,0.00006276231,0.0003877511,0.00009089575,0.4287301],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.5466311,"threshold_uncertainty_score":0.9997748,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}