{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":10,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":10,"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":"ecb07bf2ca04","filters":{"venue":"Issues in business ethics"}},"results":[{"id":"W257239966","doi":"10.1007/978-90-481-3401-4_14","title":"The Experiences of White Women on Corporate Boards in Canada","year":2000,"lang":"en","type":"book-chapter","venue":"Issues in business ethics","topic":"Gender Diversity and Inequality","field":"Social Sciences","cited_by":51,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"Saint Mary's University; York University","funders":"","keywords":"Hegemony; White (mutation); Aesthetics; Everyday life; Sociology; White paper; Epistemology; Political science; Art; Philosophy; Law; Politics","authors":[{"name":"Patricia Bradshaw","is_ca":true},{"name":"David Wicks","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1759413268316918,"gpt":0.3176403728411475,"spread":0.1416990460094557,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002003994,0.0001837705,0.0003565484,0.00009538925,0.0004963407,0.00004069279,0.0006472521,0.0004601163,0.0006405889],"category_scores_gemma":[0.000342653,0.0001575506,0.00002999049,0.0002105757,0.0008396961,0.0001252439,0.0001040899,0.0008685013,0.000008489457],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008241503,"about_ca_system_score_gemma":0.004430335,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8686044,"about_ca_topic_score_gemma":0.9835842,"domain_scores_codex":[0.9976954,0.0002490938,0.0003766624,0.0002675562,0.001066905,0.0003443436],"domain_scores_gemma":[0.9986103,0.0004508285,0.0003155763,0.0002874329,0.0002752227,0.000060652],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007978887,0.00001967774,0.001375073,0.00007073639,0.00001297345,0.00004800052,0.7395729,0.0002670691,1.227099e-7,0.2563162,0.000786324,0.001451107],"study_design_scores_gemma":[0.0001589985,0.00002070442,0.003042565,0.0003482524,0.000004786339,1.73267e-7,0.1460968,0.000003887416,0.00000407942,0.05578915,0.7942054,0.00032525],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1423616,0.0009763399,0.000001161922,0.01296903,0.001740286,0.0003580207,0.00004294159,0.00002045338,0.8415302],"genre_scores_gemma":[0.8422578,0.01138425,0.00001643577,0.0007560513,0.0001779548,0.0000178869,0.00001081222,0.00001882603,0.14536],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.7934191,"threshold_uncertainty_score":0.7859223,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W35947325","doi":"10.1007/978-90-481-3401-4_1","title":"Women on Corporate Boards of Directors: Where do We go from Here?","year":2000,"lang":"en","type":"book-chapter","venue":"Issues in business ethics","topic":"Gender Diversity and Inequality","field":"Social Sciences","cited_by":46,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"York University","funders":"","keywords":"Benchmarking; Corporate governance; Accounting; Gender diversity; Diversity (politics); Representation (politics); Business; Public relations; Marketing; Political science; Finance","authors":[{"name":"Ronald J. Burke","is_ca":true},{"name":"Mary C. Mattis","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.2187161067880285,"gpt":0.3362922714941982,"spread":0.1175761647061697,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001552924,0.0003423773,0.0007166115,0.0001792503,0.0002522098,0.00009363167,0.000666231,0.001709116,0.005377679],"category_scores_gemma":[0.0002888997,0.0003652136,0.000103152,0.0002064317,0.0008851702,0.0002368768,0.0001282806,0.001361362,0.000307994],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003606902,"about_ca_system_score_gemma":0.000638415,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02057883,"about_ca_topic_score_gemma":0.009727335,"domain_scores_codex":[0.9971025,0.0003484029,0.0004593474,0.0005189774,0.001196821,0.0003739513],"domain_scores_gemma":[0.9978383,0.0005388553,0.0005044856,0.0004956864,0.0005062673,0.0001164366],"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":[0.0003849704,0.0002618707,0.002431016,0.000722181,0.0002119742,0.0001404083,0.2799852,0.0001618728,0.000008488532,0.6878102,0.007335932,0.02054596],"study_design_scores_gemma":[0.0001965726,0.00002504222,0.0009223253,0.001135335,0.00002171942,7.855854e-8,0.002333807,6.345718e-7,0.000008638987,0.2098412,0.7851662,0.0003484049],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01573109,0.008773315,0.00000684898,0.01433371,0.001550553,0.0004005023,0.0006136836,0.0001333778,0.9584569],"genre_scores_gemma":[0.1487681,0.1908108,0.000347043,0.0007123166,0.001870317,0.00001546475,0.0001349159,0.000129415,0.6572117],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7778303,"threshold_uncertainty_score":0.99988,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4386891187","doi":"10.1007/978-3-031-04564-6_7","title":"Stakeholder Theory: A Libertarian Defense","year":2023,"lang":"en","type":"book-chapter","venue":"Issues in business ethics","topic":"Ethics in Business and Education","field":"Decision Sciences","cited_by":24,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"York University","funders":"","keywords":"Stakeholder theory; Stakeholder; Normative; Capitalism; Construct (python library); Stakeholder analysis; Sociology; Political science; Positive economics; Law and economics; Economics; Public relations; Law; Computer science","authors":[{"name":"R. Edward Freeman","is_ca":true},{"name":"Robert A. Phillips","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.547612574833597,"gpt":0.44157696342837,"spread":0.106035611405227,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","scholarly_communication","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity","insufficient_payload"],"category_scores_codex":[0.01853925,0.0007434775,0.001139816,0.001607833,0.0004035784,0.001251068,0.002029644,0.00324729,0.001485999],"category_scores_gemma":[0.05372539,0.0006222081,0.0002117953,0.001335013,0.0009700777,0.0007481548,0.0006134575,0.004385829,0.002596021],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001759316,"about_ca_system_score_gemma":0.001775439,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000320566,"about_ca_topic_score_gemma":0.004089124,"domain_scores_codex":[0.9918978,0.0004948103,0.001365395,0.001567348,0.004042192,0.0006325215],"domain_scores_gemma":[0.9726227,0.01961249,0.0008446261,0.002395143,0.004371735,0.0001532985],"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":[0.00004098868,0.00003232557,0.00009607911,0.0001472823,0.000030109,0.0001078442,0.006247647,0.0001840838,0.000002276504,0.9723155,0.01461734,0.006178537],"study_design_scores_gemma":[0.000125929,0.00000786581,0.001040776,0.0007085781,0.00002638274,0.0000075963,0.0003694937,0.00001846892,0.000002325504,0.5763488,0.4209093,0.0004345675],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0002682864,0.003714724,0.002106943,0.2660622,0.01709248,0.0009737916,0.0001676958,0.0005114285,0.7091025],"genre_scores_gemma":[0.004950095,0.005253174,0.0008042716,0.001803813,0.001332705,0.00004296939,0.0001290832,0.0002676778,0.9854162],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4062919,"threshold_uncertainty_score":0.9997857,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W191388555","doi":"10.1007/1-4020-2361-8_7","title":"Human Rights, Globalisation and the Modern Shareholder Owned Corporation","year":2004,"lang":"en","type":"book-chapter","venue":"Issues in business ethics","topic":"Corporate Law and Human Rights","field":"Business, Management and Accounting","cited_by":18,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"York University","funders":"","keywords":"Corporation; Shareholder; Globalization; Business; Human rights; Law and economics; Corporate governance; Law; Political science; Finance; Economics","authors":[{"name":"Wesley Cragg","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.07457822071968931,"gpt":0.2746930304253176,"spread":0.2001148097056283,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0008643882,0.0005278788,0.0005909822,0.0003253227,0.0007938612,0.0009440165,0.0004039493,0.0008476595,0.0006043799],"category_scores_gemma":[0.00003607523,0.0003655369,0.0000875378,0.0001574314,0.000746074,0.001402707,0.0002574495,0.00103207,0.0001414191],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001169167,"about_ca_system_score_gemma":0.00007554625,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005232458,"about_ca_topic_score_gemma":0.01700873,"domain_scores_codex":[0.9978215,0.00002340025,0.0006326899,0.0005924212,0.0006732843,0.0002567605],"domain_scores_gemma":[0.9978088,0.00008246633,0.0007423824,0.000543378,0.0008093318,0.00001368571],"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":[0.00004760176,0.00002143865,0.00002138278,0.0004117147,0.00002473605,0.00003563156,0.000346,0.0002096723,0.000002350219,0.9976581,0.00096578,0.0002555812],"study_design_scores_gemma":[0.001255588,0.000002938347,0.0008062516,0.00064426,0.0001005712,0.00000238871,0.000004118682,0.0002655617,0.000001027686,0.7833496,0.2131567,0.0004109949],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.007110555,0.002705961,0.0005138113,0.02950703,0.002239755,0.002828564,0.00004548623,0.0005962166,0.9544526],"genre_scores_gemma":[0.726853,0.0003100796,0.0001564016,0.004252897,0.006716466,0.00007411182,0.001817066,0.0002398642,0.2595801],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.7197425,"threshold_uncertainty_score":0.9998797,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4386891848","doi":"10.1007/978-3-031-04564-6_37","title":"Values and Poetic Organizations: Beyond Value Fit Toward Values Through Conversation","year":2023,"lang":"en","type":"book-chapter","venue":"Issues in business ethics","topic":"Management and Organizational Studies","field":"Business, Management and Accounting","cited_by":4,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"York University","funders":"","keywords":"Conceptualization; Conversation; Value (mathematics); Typology; Poetry; Sociology; Epistemology; Public relations; Social psychology; Psychology; Political science; Computer science; Linguistics; Philosophy","authors":[{"name":"Ellen R. Auster","is_ca":true},{"name":"R. Edward Freeman","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.06786900549491197,"gpt":0.2935637989613762,"spread":0.2256947934664642,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0007313241,0.000593013,0.0006403375,0.0005934431,0.0004797937,0.0005357511,0.0003973093,0.0006730772,0.000668512],"category_scores_gemma":[0.001944146,0.0006127111,0.00005556161,0.0009977922,0.0004076078,0.001428298,0.0008973767,0.0006667078,0.000851776],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000894176,"about_ca_system_score_gemma":0.00007522861,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007475817,"about_ca_topic_score_gemma":0.0001939595,"domain_scores_codex":[0.997344,0.00002243295,0.0006534905,0.0007321906,0.0009074688,0.0003404822],"domain_scores_gemma":[0.9971907,0.0003796157,0.0004459184,0.0003594091,0.001610774,0.00001358627],"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":[0.00001372625,0.00002843554,0.001320666,0.002081591,0.0001308536,0.00003487144,0.002961237,0.0005285832,0.000001700701,0.976814,0.01575877,0.0003255629],"study_design_scores_gemma":[0.0004414916,0.000006838322,0.00481127,0.0008533138,0.0003069108,0.00000134452,0.0006206539,0.0005968884,0.0000037744,0.7481927,0.2433976,0.0007671624],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00060279,0.02293393,0.005211443,0.1477025,0.008007628,0.003350116,0.00008917037,0.002493382,0.809609],"genre_scores_gemma":[0.02231034,0.08853626,0.003544442,0.01666756,0.009321371,0.00008539779,0.002739117,0.001071952,0.8557236],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2286212,"threshold_uncertainty_score":0.9999261,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4385882754","doi":"10.1007/978-3-031-24445-2","title":"Leadership, Gender, and Organization","year":2023,"lang":"en","type":"book","venue":"Issues in business ethics","topic":"Gender Diversity and Inequality","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"","funders":"Banco Bilbao Vizcaya Argentaria; Trent University; Nottingham Trent University","keywords":"Sociology; Political science; Engineering ethics; Management; Public relations; Engineering","authors":[{"name":"Mollie Painter‐Morland","is_ca":false},{"name":"Patricia H. Werhane","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.5051223726094846,"gpt":0.3871088437357559,"spread":0.1180135288737287,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["research_integrity"],"consensus_categories":[],"category_scores_codex":[0.002008858,0.000166548,0.0002630261,0.0001845553,0.0004751789,0.0001337892,0.0003009049,0.001386566,0.0002198948],"category_scores_gemma":[0.002957071,0.0001996738,0.0000214165,0.0006564994,0.0005737229,0.0002799386,0.0001675499,0.0009681977,0.0002032476],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002170376,"about_ca_system_score_gemma":0.00115474,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002005042,"about_ca_topic_score_gemma":0.004024175,"domain_scores_codex":[0.9981878,0.0003280687,0.0002026479,0.0003407603,0.0006557972,0.00028487],"domain_scores_gemma":[0.998542,0.0004466883,0.0001117764,0.0001876221,0.0006477083,0.00006426065],"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":[0.000006790573,0.00003671107,0.003641075,0.001515145,0.00003629781,0.00005669459,0.2883075,0.00003365958,0.000001568892,0.6511933,0.05452106,0.0006502755],"study_design_scores_gemma":[0.0002182536,0.000006211827,0.01547747,0.0003772444,0.00004756576,8.004305e-7,0.02569241,0.00000336365,0.000003035757,0.0905094,0.867157,0.0005072904],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0005263183,0.005584209,0.0005106364,0.07864655,0.004673796,0.0008841883,0.00008601505,0.0009023157,0.908186],"genre_scores_gemma":[0.005249443,0.01480492,0.000117459,0.001015661,0.0007860216,0.000002053443,0.000201009,0.00005245988,0.977771],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8126359,"threshold_uncertainty_score":0.9999098,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4385882952","doi":"10.1007/978-3-031-24445-2_5","title":"An Intersectional Perspective on Gender and Leadership","year":2023,"lang":"en","type":"book-chapter","venue":"Issues in business ethics","topic":"Gender Diversity and Inequality","field":"Social Sciences","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 Lethbridge","funders":"","keywords":"Intersectionality; Oppression; Sociology; Perspective (graphical); Metaphor; Gender studies; Equity (law); Public relations; Political science","authors":[{"name":"Robbin Derry","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.608098555710487,"gpt":0.4246654463862469,"spread":0.1834331093242401,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001566396,0.0002106288,0.0002559704,0.0002708032,0.0004463673,0.0001101367,0.0002727572,0.001078192,0.0003646062],"category_scores_gemma":[0.0006795389,0.0002389502,0.00005015439,0.0001304243,0.0008728913,0.0002884074,0.00007981217,0.001464113,0.0001481344],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003635334,"about_ca_system_score_gemma":0.0003324101,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006220248,"about_ca_topic_score_gemma":0.01039093,"domain_scores_codex":[0.9981267,0.0002258341,0.0001693907,0.0004900713,0.0007282277,0.0002597037],"domain_scores_gemma":[0.9986121,0.000421798,0.00009169696,0.0002072764,0.000578499,0.00008862234],"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":[0.00002733109,0.000021986,0.000113669,0.00006932006,0.00002323767,0.00002422138,0.1230356,0.00002571783,5.34781e-7,0.875921,0.0006283351,0.000109087],"study_design_scores_gemma":[0.0003248401,0.00007228831,0.01147254,0.0004520734,0.00004774957,0.000001880148,0.2006202,0.00001214328,0.000002433523,0.5779981,0.2082804,0.0007153456],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0002990859,0.0006373624,0.0000605621,0.02704868,0.001724593,0.0002798644,0.00006002516,0.0002107381,0.9696791],"genre_scores_gemma":[0.2606557,0.00531482,0.0001648378,0.003442402,0.002198641,0.000008239126,0.00008658047,0.00009583253,0.7280329],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2979229,"threshold_uncertainty_score":0.9744105,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4386891914","doi":"10.1007/978-3-031-04564-6_36","title":"Values, Authenticity, and Responsible Leadership","year":2023,"lang":"en","type":"book-chapter","venue":"Issues in business ethics","topic":"Ethics in Business and Education","field":"Decision Sciences","cited_by":1,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"York University","funders":"","keywords":"Morality; Norm (philosophy); Conversation; Sociology; Epistemology; Public relations; Environmental ethics; Political science; Social psychology; Psychology; Philosophy","authors":[{"name":"R. Edward Freeman","is_ca":true},{"name":"Ellen R. Auster","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.6830204382881087,"gpt":0.4782944995781919,"spread":0.2047259387099167,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.01761812,0.0005323631,0.0008968795,0.001667716,0.0003794098,0.000799539,0.001246267,0.002509355,0.0005783583],"category_scores_gemma":[0.04610271,0.0004719781,0.0001081488,0.001011051,0.001295339,0.0005400233,0.0006914601,0.003314836,0.001288364],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001155972,"about_ca_system_score_gemma":0.001530244,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003831346,"about_ca_topic_score_gemma":0.001662885,"domain_scores_codex":[0.9931555,0.0003763417,0.001319563,0.001308585,0.003317975,0.0005219721],"domain_scores_gemma":[0.9788601,0.0162409,0.0005714636,0.001472511,0.002724236,0.0001307989],"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":[0.00005090368,0.00002810857,0.000453518,0.0004207366,0.00002035773,0.00006822348,0.007952623,0.0001066165,0.000008910164,0.9747803,0.01123574,0.004874004],"study_design_scores_gemma":[0.000147917,0.00001309269,0.007682154,0.001467112,0.00002963802,0.000009513748,0.000695373,0.00007883832,0.000009880509,0.8116533,0.1777535,0.0004596914],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.001603942,0.0137016,0.0009953614,0.5140002,0.01886791,0.001266466,0.0001388777,0.0006573419,0.4487683],"genre_scores_gemma":[0.005892845,0.009215383,0.001006162,0.001335338,0.0008684131,0.000018458,0.00004868522,0.0001604796,0.9814543],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.5326859,"threshold_uncertainty_score":0.9997732,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4386891889","doi":"10.1007/978-3-031-04564-6_42","title":"A Pragmatist Approach to Business Ethics Research","year":2023,"lang":"en","type":"book-chapter","venue":"Issues in business ethics","topic":"Ethics in Business and Education","field":"Decision 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":"York University","funders":"","keywords":"Pragmatism; Epistemology; Business ethics; Philosophy; Sociology; Political science; Law","authors":[{"name":"Bidhan L. Parmar","is_ca":false},{"name":"Robert A. Phillips","is_ca":true},{"name":"R. Edward Freeman","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.7220077046505377,"gpt":0.5482640737808105,"spread":0.1737436308697271,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","sts","scholarly_communication","research_integrity","insufficient_payload"],"consensus_categories":["metaresearch","research_integrity"],"category_scores_codex":[0.08219115,0.001108163,0.001888895,0.005288717,0.001493563,0.002291235,0.005111838,0.007223861,0.0004760539],"category_scores_gemma":[0.2309981,0.0009904578,0.0002122545,0.008857261,0.002254203,0.0009536004,0.002556032,0.01854366,0.006511863],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006234717,"about_ca_system_score_gemma":0.007124568,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002246355,"about_ca_topic_score_gemma":0.004110233,"domain_scores_codex":[0.9743934,0.001931928,0.003159233,0.003376729,0.01555597,0.001582791],"domain_scores_gemma":[0.9187425,0.04284453,0.0008937214,0.004198126,0.03290996,0.0004111969],"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":[0.00007015356,0.0001719146,0.0000870509,0.001362292,0.00003404548,0.00009421226,0.01892176,0.002634313,0.00001089735,0.9244167,0.0485156,0.003681089],"study_design_scores_gemma":[0.0001806927,0.00001817461,0.004546667,0.002350521,0.00002134202,0.00002490194,0.0007873997,0.000134066,0.000004055097,0.5036468,0.4874572,0.0008282725],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0001807803,0.001874762,0.008515683,0.2507524,0.01161878,0.00239575,0.0002184406,0.0004898601,0.7239535],"genre_scores_gemma":[0.004265021,0.01079867,0.01129863,0.003023543,0.003513533,0.0004104402,0.0004190079,0.0006066529,0.9656645],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4389415,"threshold_uncertainty_score":0.9998063,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4386891949","doi":"10.1007/978-3-031-04564-6_13","title":"Corporate Citizenship and Community Stakeholders","year":2023,"lang":"en","type":"book-chapter","venue":"Issues in business ethics","topic":"Corporate Social Responsibility Reporting","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":"York University","funders":"","keywords":"Citizenship; Typology; Stakeholder; Terminology; Public relations; Organizational citizenship behavior; Stakeholder theory; Work (physics); Sociology; Political science; Business; Engineering; Organizational commitment; Law","authors":[{"name":"Robert A. Phillips","is_ca":true},{"name":"R. Edward Freeman","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.3965906828053886,"gpt":0.3406455689232445,"spread":0.05594511388214407,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","research_integrity"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.007094208,0.0006125238,0.0008970618,0.0007711013,0.0007110989,0.0006074928,0.0004821327,0.001309364,0.0001102724],"category_scores_gemma":[0.01066816,0.0006858316,0.0001076336,0.0006660877,0.0008069702,0.0006033335,0.001035175,0.004992209,0.0002892076],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001313646,"about_ca_system_score_gemma":0.0003021514,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002833876,"about_ca_topic_score_gemma":0.006584642,"domain_scores_codex":[0.9969336,0.0001332023,0.0010197,0.0006023516,0.0008431186,0.0004680205],"domain_scores_gemma":[0.9942204,0.001626225,0.001761663,0.0008689992,0.001494444,0.0000282104],"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":[0.0002413613,0.00007705275,0.01027899,0.006880052,0.0001576238,0.001267778,0.001996148,0.0001281094,0.00006364061,0.9640965,0.004244155,0.01056859],"study_design_scores_gemma":[0.0003941777,0.000008353226,0.01499041,0.001657587,0.0001107009,0.000006513109,0.000635572,0.0001016844,0.000002170101,0.9068432,0.07433928,0.0009103271],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.1243461,0.001157408,0.00006215574,0.0218335,0.003470012,0.001950042,0.00006561595,0.001760333,0.8453549],"genre_scores_gemma":[0.2099423,0.00203155,0.000264643,0.004527802,0.003609024,0.00005580032,0.000864759,0.0008958293,0.7778083],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.08559619,"threshold_uncertainty_score":0.9999871,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}