{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":3,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":3,"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":"08181108ce1b","filters":{"venue":"Series on innovation and knowledge management"}},"results":[{"id":"W3197751871","doi":"10.1142/9789811224119_0002","title":"Knowledge Governance: Addressing Complexity Throughout the Knowledge Processing Cycle","year":2021,"lang":"en","type":"book-chapter","venue":"Series on innovation and knowledge management","topic":"Competitive and Knowledge Intelligence","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":"McGill University","funders":"","keywords":"Corporate governance; Knowledge management; Computer science; Business","authors":[{"name":"Kimiz Dalkir","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.08004311393457203,"gpt":0.3158508333531749,"spread":0.2358077194186028,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001601018,0.0004684736,0.0003865512,0.001173058,0.00125865,0.0105023,0.001196847,0.001472258,0.005315819],"category_scores_gemma":[0.002735992,0.0003552199,0.0004879443,0.00219805,0.00507821,0.01079272,0.002305198,0.002042587,0.001343725],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00412425,"about_ca_system_score_gemma":0.006444056,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004231135,"about_ca_topic_score_gemma":0.003746645,"domain_scores_codex":[0.9988451,0.0003668712,0.0000513896,0.0001549856,0.0004681432,0.0001134145],"domain_scores_gemma":[0.998493,0.0008871336,0.0000978943,0.0002246692,0.000224612,0.00007280523],"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":[0.000006386993,0.00001355065,0.0002273746,0.0001914672,0.00000663313,0.00008198173,0.001848098,0.002646641,0.0003800791,0.8979596,0.009924266,0.08671384],"study_design_scores_gemma":[0.000005613918,0.00001677094,0.0004400406,0.0005461359,0.00001037571,0.0002065456,0.001274009,0.005133786,0.0008715023,0.6240616,0.3674175,0.00001628069],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01403681,0.03286434,0.2960539,0.02532676,0.001124228,0.0004010342,0.0001642858,0.0006435695,0.6293851],"genre_scores_gemma":[0.3663121,0.07905062,0.2360547,0.005145335,0.001431189,0.0007436816,0.0007498558,0.0006492572,0.3098634],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.0105023,"threshold_uncertainty_score":0.02992368,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3196566005","doi":"10.1142/9789811224119_0017","title":"Knowledge Ecosystems, Universities, and Innovation in Small and Medium-Sized Enterprises: Establishing a Knowledge Infrastructure Governance Theoretical Framework and Conditions for Success","year":2021,"lang":"en","type":"book-chapter","venue":"Series on innovation and knowledge management","topic":"Intellectual Capital and Performance Analysis","field":"Business, Management and Accounting","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"York University; Dalhousie University","funders":"","keywords":"Business; Corporate governance; Knowledge management; Ecosystem; Industrial organization; Environmental resource management; Computer science; Economics; Ecology; Finance","authors":[{"name":"Joyline Makani","is_ca":true},{"name":"Angelo Dossou-Yovo","is_ca":true},{"name":"Michelle McPherson","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01361404710418725,"gpt":0.2411300643543912,"spread":0.227516017250204,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002100611,0.0001633282,0.0002492513,0.002525507,0.001184421,0.006814641,0.0004242866,0.001078758,0.002132714],"category_scores_gemma":[0.003435853,0.0001436575,0.000294793,0.003509258,0.004647908,0.006939933,0.002667045,0.0009527553,0.000203916],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003586299,"about_ca_system_score_gemma":0.004081374,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002566709,"about_ca_topic_score_gemma":0.005304413,"domain_scores_codex":[0.9993545,0.0003031855,0.00004257967,0.00006403118,0.0001472708,0.00008851653],"domain_scores_gemma":[0.9962711,0.003014433,0.0002732323,0.00008637231,0.000208183,0.0001466065],"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":[0.00001100957,0.00002587914,0.008786049,0.0003504499,0.000009960716,0.0002248407,0.00545464,0.001277945,0.0002536544,0.9188858,0.002808476,0.06191126],"study_design_scores_gemma":[0.000007859597,0.00006038423,0.0432237,0.002998205,0.0000403496,0.000630455,0.0328531,0.006443541,0.001027191,0.7845374,0.1281372,0.00004048505],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.2057319,0.07921475,0.04629882,0.03200433,0.0003304807,0.0002040916,0.000262526,0.0001235493,0.6358296],"genre_scores_gemma":[0.958099,0.01967212,0.010948,0.0005308678,0.00008420028,0.0001305249,0.00009445231,0.00001671653,0.01042414],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.006814641,"threshold_uncertainty_score":0.02602047,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2490391453","doi":"10.1142/9789812707482_0010","title":"CONTEXT-AWARE AND ONTOLOGY-DRIVEN KNOWLEDGE SHARING IN P2P COMMUNITIES","year":2007,"lang":"en","type":"book-chapter","venue":"Series on innovation and knowledge management","topic":"Access Control and Trust","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Dalhousie University","funders":"","keywords":"Ontology; Knowledge sharing; Context (archaeology); Knowledge management; Computer science; World Wide Web; Data science; Geography; Epistemology","authors":[{"name":"Philip O’Brien","is_ca":true},{"name":"Syed Sibte Raza Abidi","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0763197901550729,"gpt":0.3361912427028597,"spread":0.2598714525477868,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001459611,0.0002939426,0.0003188313,0.0008213882,0.001042576,0.002382996,0.001343463,0.00111117,0.00168559],"category_scores_gemma":[0.003024689,0.000268435,0.000429032,0.001516766,0.00176946,0.004498389,0.002573858,0.001029032,0.0003242896],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001097473,"about_ca_system_score_gemma":0.001385766,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002753126,"about_ca_topic_score_gemma":0.002300814,"domain_scores_codex":[0.9987171,0.0005447931,0.00004747451,0.0001356417,0.0004755573,0.00007944564],"domain_scores_gemma":[0.9988185,0.0007326106,0.0000645043,0.0001682412,0.0001399304,0.00007619885],"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":[0.00003346277,0.00007297978,0.0006260424,0.0002474416,0.00002828207,0.0004539733,0.002582259,0.04427143,0.002744121,0.7723699,0.006188128,0.1703819],"study_design_scores_gemma":[0.00001959225,0.00003081732,0.0007208576,0.000146746,0.00002242829,0.0004231686,0.001004079,0.2781687,0.0021873,0.6427411,0.07449857,0.0000366213],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.05465908,0.003956503,0.8485585,0.003382812,0.000224686,0.00019622,0.0000667959,0.000462221,0.0884931],"genre_scores_gemma":[0.7541623,0.003172892,0.2240903,0.0002487507,0.0001654701,0.000272562,0.0001441924,0.00008586443,0.01765756],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002753126,"threshold_uncertainty_score":0.007962763,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}