{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":4,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":4,"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":"667a16063cfd","filters":{"venue":"Advances in strategic management"}},"results":[{"id":"W4292223157","doi":"10.1108/s0742-3322(2012)0000029017","title":"Advances in Strategic Management","year":2012,"lang":"en","type":"book-chapter","venue":"Advances in strategic management","topic":"Global and Cross-Cultural Management","field":"Social Sciences","cited_by":67,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Toronto","funders":"","keywords":"Publishing; Strategic management; Politics; Ideology; Business history; Citation; Political science; Management; Business; Public relations; Marketing; Economics; Law","authors":[{"name":"Steven Kahl","is_ca":true},{"name":"Brian S. Silverman","is_ca":true},{"name":"Michael A. Cusumano","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03258709228865882,"gpt":0.3228433848547835,"spread":0.2902562925661247,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001037279,0.0009350057,0.0008475816,0.000561403,0.0003791787,0.0003424947,0.001368468,0.0003592165,0.001882451],"category_scores_gemma":[0.000002422013,0.0008946863,0.0002539806,0.0004705512,0.0006421948,0.001536324,0.0005078883,0.0006326101,0.0006807736],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009813111,"about_ca_system_score_gemma":0.00004577006,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002318951,"about_ca_topic_score_gemma":0.009647897,"domain_scores_codex":[0.9943458,0.0001192334,0.00114268,0.001308767,0.001480561,0.001602921],"domain_scores_gemma":[0.9983186,0.00005378995,0.0005404737,0.0007261691,0.00008246336,0.0002785804],"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":[0.00004710978,0.0001348468,0.00009884395,0.000725024,0.00006666916,0.0004662996,0.0002889835,0.0004022173,1.627644e-7,0.9261737,0.00009522159,0.0715009],"study_design_scores_gemma":[0.0004948596,0.00004387888,0.00005348433,0.0005073033,0.00007368644,8.353767e-7,0.01586373,0.000005679361,2.335583e-7,0.4512987,0.531007,0.0006506254],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0002380447,0.04600503,0.00001509404,0.0003052329,0.001337274,0.002079387,0.00002184338,0.0001686744,0.9498294],"genre_scores_gemma":[0.1849677,0.4043967,0.0008098456,0.0003240983,0.0004999758,0.0003912176,0.0001016036,0.00008027859,0.4084285],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5414008,"threshold_uncertainty_score":0.9993504,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2483306727","doi":"10.1016/s0742-3322(04)21001-4","title":"A DEMAND-BASED PERSPECTIVE ON TECHNOLOGY LIFE CYCLES","year":2004,"lang":"en","type":"book-chapter","venue":"Advances in strategic management","topic":"Innovation Diffusion and Forecasting","field":"Decision Sciences","cited_by":66,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"","funders":"University of British Columbia","keywords":"Commercialization; Maturity (psychological); Valuation (finance); Incentive; Perspective (graphical); Consumer demand; Emerging technologies; Marketing; Economics; Industrial organization; Business; Microeconomics; Computer science; Political science","authors":[{"name":"Ron Adner","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.07999335010326247,"gpt":0.371220625689384,"spread":0.2912272755861215,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0009453853,0.0004422512,0.00056124,0.002424621,0.0001512028,0.0001447172,0.0009328651,0.000291449,0.002126146],"category_scores_gemma":[0.000152869,0.0003590086,0.0001424858,0.0006960283,0.0002997049,0.0001662188,0.0001905275,0.0005505237,0.0006426499],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004227917,"about_ca_system_score_gemma":0.0001343971,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004345028,"about_ca_topic_score_gemma":0.00005259614,"domain_scores_codex":[0.9960614,0.00003165257,0.001033286,0.001105076,0.001399202,0.0003693888],"domain_scores_gemma":[0.997865,0.0002264826,0.0006909019,0.000807198,0.0003341982,0.00007624748],"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":[0.00005455202,0.00005421108,0.00001791122,0.00002480756,0.00001959591,0.0001579229,0.00003670882,0.007629524,5.477503e-7,0.972354,0.0001065264,0.01954372],"study_design_scores_gemma":[0.0007981924,0.0001424404,0.00002653623,0.0003655412,0.00001335667,0.000001724277,0.002880135,0.0005757736,0.000005689845,0.9336298,0.06120511,0.0003557617],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.0002763639,0.001178421,0.001434635,0.001532139,0.0004738465,0.000567869,0.00001295825,0.0001133972,0.9944104],"genre_scores_gemma":[0.7634671,0.001071251,0.00457927,0.002609018,0.0002032179,0.000124306,0.00002379239,0.00008648353,0.2278356],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.7665748,"threshold_uncertainty_score":0.9998862,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2485050646","doi":"10.1016/s0742-3322(08)25018-7","title":"The dynamics of network strategies and positions","year":2008,"lang":"en","type":"book-chapter","venue":"Advances in strategic management","topic":"Business Strategy and Innovation","field":"Business, Management and Accounting","cited_by":24,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Syndicate; Bridging (networking); Business; Alliance; Underwriting; Industrial organization; Position (finance); Network dynamics; Marketing; Finance; Computer science; Computer security; Political science","authors":[{"name":"Timothy J. Rowley","is_ca":false},{"name":"Joel A. C. Baum","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01653649593636341,"gpt":0.2274647422300453,"spread":0.2109282462936819,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002230982,0.0003340321,0.0003174542,0.0002165594,0.0003151206,0.0002778913,0.0002913963,0.0001429498,0.00006348315],"category_scores_gemma":[0.000001922201,0.0002721756,0.00005963074,0.0002556369,0.0003640263,0.001360814,0.0001683162,0.000275947,0.00001683105],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004391931,"about_ca_system_score_gemma":0.00002850859,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004171423,"about_ca_topic_score_gemma":0.0009404617,"domain_scores_codex":[0.9984872,0.000005028371,0.0005907883,0.0003454202,0.0002766456,0.0002948758],"domain_scores_gemma":[0.9989159,0.00004570831,0.0005589949,0.0003234188,0.0001490742,0.000006872796],"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":[0.00003121623,0.00001516506,0.00004501913,0.0004205766,0.0000434884,0.00002873905,0.000003932007,0.00216085,1.561465e-7,0.9872806,0.0002940074,0.009676252],"study_design_scores_gemma":[0.0002728761,0.00001645638,0.0004259975,0.0003725369,0.00007081412,0.000003950592,0.00070303,0.002032556,9.629841e-8,0.8342525,0.1615193,0.0003298782],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.0002138406,0.006892279,0.0003309857,0.0003825132,0.0004511307,0.0004389112,0.000004917405,0.00004733273,0.9912381],"genre_scores_gemma":[0.7536457,0.125287,0.001237688,0.0007805073,0.002090557,0.0001743033,0.0008167275,0.0001894429,0.1157781],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.87546,"threshold_uncertainty_score":0.9999731,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4242049351","doi":"10.1108/s0742-3322(2011)0000028023","title":"About the Authors","year":2011,"lang":"en","type":"book-chapter","venue":"Advances in strategic management","topic":"Human auditory perception and evaluation","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Habilitation; Internationalization; Management; German; Strategic management; International business; Political science; Sociology; Library science; Engineering; Humanities; Business; Economics; Geography; Philosophy","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.05817448945133107,"gpt":0.280735455752268,"spread":0.222560966300937,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001866646,0.000237394,0.000160906,0.0001247523,0.00004688622,0.00003166636,0.0002463622,0.0001096072,0.02023122],"category_scores_gemma":[6.022731e-7,0.0001914119,0.00006084979,0.00002874622,0.00006402831,0.0001109103,0.0000328733,0.000290485,0.004205311],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001062024,"about_ca_system_score_gemma":0.00000641919,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":2.420994e-7,"about_ca_topic_score_gemma":0.00004801321,"domain_scores_codex":[0.9990774,0.00001227319,0.0002899509,0.0002106771,0.0002324014,0.0001773243],"domain_scores_gemma":[0.9995391,0.00001058289,0.00005867351,0.000335364,0.00001427637,0.00004195084],"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":[0.000007368864,0.000008139637,0.000002259633,0.000370816,0.00006575166,0.00002762385,0.0004467917,0.01186619,9.516078e-7,0.9186423,0.008200358,0.06036148],"study_design_scores_gemma":[0.0001001498,0.0000135781,0.0000311275,0.0001249573,0.00002411558,6.728386e-7,0.0002106458,0.0006372652,3.27057e-7,0.2414962,0.757157,0.0002039412],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00003313256,0.003431785,0.0003503048,0.0000115627,0.001490944,0.0003251192,0.000002989899,0.0001518587,0.9942023],"genre_scores_gemma":[0.01318188,0.03341166,0.0002344497,0.0001080495,0.0004506615,0.0001038214,0.00004986236,0.00007936365,0.9523802],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7489567,"threshold_uncertainty_score":0.9965701,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}