{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":8,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":8,"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":"de0ef64ddbef","filters":{"venue":"International Journal of Business Innovation and Research"}},"results":[{"id":"W2070009827","doi":"10.1504/ijbir.2009.022754","title":"Design and manufacturing software selection in the wood industry using analytic hierarchy process","year":2009,"lang":"en","type":"article","venue":"International Journal of Business Innovation and Research","topic":"Quality Function Deployment in Product Design","field":"Business, Management and Accounting","cited_by":9,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"University of British Columbia","funders":"","keywords":"Analytic hierarchy process; Selection (genetic algorithm); Software; Computer science; Multiple-criteria decision analysis; Process (computing); Decision analysis; Hierarchy; Manufacturing engineering; Operations research; Engineering; Artificial intelligence; Mathematics; Economics; Statistics","authors":[{"name":"Pooria Assadi","is_ca":true},{"name":"Taraneh Sowlati","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1332613156593752,"gpt":0.3833963419412755,"spread":0.2501350262819003,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01329093,0.0009087053,0.0008866067,0.004190072,0.002549421,0.002785221,0.0009946503,0.0009074368,0.001864152],"category_scores_gemma":[0.01512952,0.000512506,0.0008343811,0.003274671,0.001448824,0.001395049,0.001302701,0.0006898341,0.000245019],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00412617,"about_ca_system_score_gemma":0.005248915,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01475821,"about_ca_topic_score_gemma":0.0202183,"domain_scores_codex":[0.9792721,0.01286246,0.0005837178,0.0005846875,0.005709908,0.0009872174],"domain_scores_gemma":[0.9869341,0.009658579,0.0009763819,0.0005313801,0.001530195,0.0003693863],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001003781,0.001017165,0.02440237,0.001097066,0.0003058071,0.002292898,0.009458044,0.360074,0.02459921,0.04155787,0.001847396,0.5323444],"study_design_scores_gemma":[0.000398492,0.001954395,0.01603635,0.0003422341,0.0002481223,0.0006009122,0.006792468,0.8954272,0.01621697,0.04813864,0.01363443,0.0002097127],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5977142,0.0007401027,0.3841346,0.0005970148,0.000022936,0.001462341,0.00008583491,0.0002561445,0.0149868],"genre_scores_gemma":[0.7399756,0.0002343351,0.2585404,0.0000381958,0.000007386425,0.0001972884,0.00005928001,0.00002188951,0.000925595],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01475821,"threshold_uncertainty_score":0.07028997,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4244109226","doi":"10.1504/ijbir.2020.111769","title":"Innovation orientation and performance in the not-for-profit sector","year":2020,"lang":"en","type":"article","venue":"International Journal of Business Innovation and Research","topic":"Nonprofit Sector and Volunteering","field":"Social Sciences","cited_by":9,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Business; Not for profit; Beneficiary; Optimism; Competitive advantage; Marketing; Reputation; Industrial organization; Market orientation; Knowledge management; Psychology; Computer science","authors":[{"name":"Mark Klassen","is_ca":true},{"name":"C. Brooke Dobni","is_ca":true},{"name":"Veronica Neufeldt","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1856366127900907,"gpt":0.4399310599892851,"spread":0.2542944471991944,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002303738,0.000119938,0.0001348299,0.001159291,0.001149786,0.002165708,0.0002768182,0.0002989025,0.00202298],"category_scores_gemma":[0.00690964,0.0000555982,0.0001866825,0.001267911,0.001526812,0.0005966261,0.00119889,0.000636016,0.0002165255],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003437831,"about_ca_system_score_gemma":0.005785384,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1195737,"about_ca_topic_score_gemma":0.2055899,"domain_scores_codex":[0.99849,0.0002188373,0.00006070163,0.00006575314,0.0006117261,0.000553064],"domain_scores_gemma":[0.9901751,0.001352729,0.002573002,0.0002505595,0.001501197,0.00414746],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004175073,0.0001793733,0.9806603,0.00002417652,0.00001131869,0.00006868515,0.003668305,0.0001006963,0.0003912706,0.0009516121,0.0004058878,0.01349667],"study_design_scores_gemma":[0.000001778659,0.00005553842,0.9915755,0.00001712201,0.000003940633,0.00002807674,0.006919896,0.0001272123,0.00007025162,0.0001916952,0.001002315,0.000006760818],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9953935,0.00003667194,0.00003862716,0.0001713448,0.000003480588,0.000007235844,0.00003033735,0.000001525314,0.004317358],"genre_scores_gemma":[0.9995255,0.00003632525,0.00002990023,0.00001555472,0.000002477352,0.000001719675,0.00002625934,0.000001064319,0.0003611751],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1195737,"threshold_uncertainty_score":0.2377554,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2147918405","doi":"10.1504/ijbir.2013.052578","title":"Corporate social responsibility in Latin America's petroleum industry: a national oil company's strategy for sustainable development","year":2013,"lang":"en","type":"article","venue":"International Journal of Business Innovation and Research","topic":"Mining and Resource Management","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Calgary","funders":"","keywords":"Petroleum industry; Latin Americans; Sustainable development; Corporate social responsibility; Petroleum; Business; Political science; Public relations; Engineering","authors":[{"name":"David Lertzman","is_ca":true},{"name":"Percy Garcia","is_ca":true},{"name":"Harrie Vredenburg","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1058647631449696,"gpt":0.3524649664065869,"spread":0.2466002032616172,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002290149,0.0002845909,0.0001149093,0.0005688575,0.003987283,0.005095458,0.0005266623,0.002561623,0.001777124],"category_scores_gemma":[0.00199076,0.00007948344,0.0002274236,0.0007170161,0.004070248,0.002511052,0.003912944,0.001976576,0.0001493696],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00882651,"about_ca_system_score_gemma":0.0203965,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06086576,"about_ca_topic_score_gemma":0.08636753,"domain_scores_codex":[0.9993697,0.0002890539,0.00001676309,0.00003767862,0.0001173173,0.0001694402],"domain_scores_gemma":[0.9991902,0.0002329487,0.0001015355,0.00003537607,0.0002302947,0.0002097851],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.0001162642,0.0002309278,0.01698813,0.0007102342,0.00003929045,0.002457318,0.0691053,0.001419057,0.00272136,0.5703947,0.06900901,0.2668084],"study_design_scores_gemma":[0.000017805,0.00005039808,0.0173072,0.0007133877,0.00002232363,0.0004010132,0.07041261,0.0006348367,0.0008444148,0.03829339,0.8712669,0.00003573916],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1903742,0.04288601,0.003504497,0.5216589,0.0009736343,0.0001196674,0.00006595781,0.00006788612,0.2403492],"genre_scores_gemma":[0.9252694,0.01553444,0.002457502,0.01401392,0.0001685322,0.00005669126,0.00006049822,0.00002716201,0.04241179],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.06086576,"threshold_uncertainty_score":0.1210229,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2465452122","doi":"10.1504/ijbir.2016.077609","title":"Environmental decision-making under uncertainty using a biologically-inspired simulation-optimisation algorithm for generating alternative perspectives","year":2016,"lang":"en","type":"article","venue":"International Journal of Business Innovation and Research","topic":"Gene Regulatory Network Analysis","field":"Biochemistry, Genetics and Molecular Biology","cited_by":3,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"York University","funders":"","keywords":"Computer science; Set (abstract data type); Mathematical optimization; Algorithm; Mathematics","authors":[{"name":"Raha Imanirad","is_ca":true},{"name":"Xin Yang","is_ca":false},{"name":"Julian Scott Yeomans","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0554558381510364,"gpt":0.385539657740985,"spread":0.3300838195899486,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001384355,0.0006703275,0.0006300699,0.0008784697,0.0005948225,0.0009165879,0.0009134867,0.00118528,0.001667707],"category_scores_gemma":[0.0031791,0.0004455883,0.001091437,0.0006885913,0.001079519,0.000770212,0.001142597,0.001041707,0.0001357071],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001205667,"about_ca_system_score_gemma":0.001282815,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002640457,"about_ca_topic_score_gemma":0.003357745,"domain_scores_codex":[0.9995117,0.0002856961,0.00001623671,0.000047663,0.0001074574,0.00003124141],"domain_scores_gemma":[0.9987649,0.001020447,0.00008183319,0.00003848473,0.00006103748,0.00003331612],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00001192295,0.000009976749,0.000183167,0.00001007628,0.00001077829,0.00001716662,0.00002260695,0.986075,0.0003655195,0.009489503,0.00004858851,0.003755702],"study_design_scores_gemma":[0.000006034231,0.000007788853,0.00002040817,0.000003798233,0.000002862193,0.000005635851,0.000006278378,0.9952454,0.0001387943,0.004365717,0.0001950977,0.000002254462],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.03686583,0.0001082883,0.9578623,0.0002994737,0.00001877582,0.00008263053,0.00003538076,0.00009396615,0.004633282],"genre_scores_gemma":[0.4501782,0.0001364541,0.5477864,0.00008958468,0.00002072084,0.0003930742,0.0000812411,0.00003820604,0.00127608],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002640457,"threshold_uncertainty_score":0.008747756,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2990651180","doi":"10.1504/ijbir.2020.10025595","title":"Innovation Orientation and Performance in the Not-for-profit Sector","year":2019,"lang":"en","type":"article","venue":"International Journal of Business Innovation and Research","topic":"Nonprofit Sector and Volunteering","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Business; Beneficiary; Not for profit; Optimism; Competitive advantage; Marketing; Reputation; Industrial organization; Knowledge management; Psychology; Computer science","authors":[{"name":"C. Brooke Dobni","is_ca":true},{"name":"Mark Klassen","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1133432125769852,"gpt":0.4310538103013434,"spread":0.3177105977243581,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002270591,0.0001199316,0.0001357466,0.001157902,0.001142162,0.002153026,0.0002768444,0.0002972404,0.002009406],"category_scores_gemma":[0.006802794,0.00005596263,0.0001873826,0.001266487,0.001515832,0.0005879485,0.001197013,0.0006306983,0.000216208],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003425109,"about_ca_system_score_gemma":0.005723076,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1208743,"about_ca_topic_score_gemma":0.2079283,"domain_scores_codex":[0.9985,0.0002155653,0.00006043918,0.00006493546,0.0006101842,0.000548845],"domain_scores_gemma":[0.9904081,0.001309293,0.002510617,0.000246176,0.001485835,0.004039862],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004205457,0.0001774215,0.9810656,0.00002360949,0.00001127526,0.00006785952,0.003564538,0.00009780722,0.0003878034,0.0009010424,0.0003952076,0.0132658],"study_design_scores_gemma":[0.000001762096,0.00005504383,0.9918263,0.00001647931,0.000003908141,0.00002782705,0.006718735,0.0001244119,0.00006929486,0.000183676,0.0009659614,0.000006646943],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9955923,0.00003610327,0.00003744442,0.0001644748,0.000003405023,0.000007124556,0.00003006045,0.000001489224,0.004127486],"genre_scores_gemma":[0.999527,0.0000360778,0.00002942078,0.00001513297,0.000002450996,0.000001693391,0.00002631862,0.000001054842,0.0003608016],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1208743,"threshold_uncertainty_score":0.2403414,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4285271015","doi":"10.1504/ijbir.2022.10048367","title":"Portfolio Optimization between Global Equity Markets","year":2022,"lang":"en","type":"article","venue":"International Journal of Business Innovation and Research","topic":"Financial Markets and Investment Strategies","field":"Economics, Econometrics and Finance","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":"Equity (law); Financial economics; Portfolio optimization; Portfolio; Business; Economics; Political science","authors":[{"name":"Vaibhav Aggarwal","is_ca":false},{"name":"Mrityunjay Kumar Tiwary","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1323560474025127,"gpt":0.3689158746542733,"spread":0.2365598272517607,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002388926,0.001193452,0.001215362,0.0006573648,0.0003204934,0.002391551,0.0006709884,0.001270387,0.005647738],"category_scores_gemma":[0.006801941,0.0005013334,0.0006835284,0.0007248393,0.0007049355,0.002036421,0.001858298,0.001142988,0.0003685117],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00100548,"about_ca_system_score_gemma":0.0008662851,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001992735,"about_ca_topic_score_gemma":0.001202014,"domain_scores_codex":[0.9990529,0.0004771653,0.00003734487,0.0001809703,0.0001367388,0.0001147935],"domain_scores_gemma":[0.9986759,0.0008804314,0.0001572256,0.00005455835,0.0001183603,0.0001135032],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00008951596,0.0000519558,0.00135827,0.00007049055,0.000119101,0.0001249827,0.0000451195,0.887578,0.0004578326,0.07780496,0.001489147,0.03081065],"study_design_scores_gemma":[0.00005090237,0.00009197367,0.0007093953,0.00002376085,0.00003494897,0.00003320418,0.00003618159,0.9029899,0.0002431545,0.09360293,0.002171109,0.00001253626],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1863898,0.004064776,0.7523583,0.002162394,0.0001917695,0.0002358691,0.0003525944,0.000213965,0.05403057],"genre_scores_gemma":[0.9356681,0.001538044,0.04476575,0.000293557,0.0001175398,0.0001993185,0.0003135343,0.00005961232,0.01704456],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.005647738,"threshold_uncertainty_score":0.0188936,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4387788514","doi":"10.1504/ijbir.2023.10059924","title":"Competitive Intelligence as a Creative Tool for the Innovation Process: An Exploratory Study in SMEs","year":2023,"lang":"en","type":"article","venue":"International Journal of Business Innovation and Research","topic":"Competitive and Knowledge Intelligence","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":"Université du Québec à Trois-Rivières; Université de Sherbrooke","funders":"","keywords":"Competitive intelligence; Process (computing); Business; Exploratory research; Knowledge management; Innovation process; Process management; Marketing; Computer science; Work in process; Sociology","authors":[{"name":"Caroline Blais","is_ca":true},{"name":"Abdeslam Hassani","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1549380239948087,"gpt":0.4367934155318359,"spread":0.2818553915370273,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005879304,0.0002803555,0.0004139594,0.001240689,0.00259752,0.002825359,0.0006195321,0.001090379,0.0009238027],"category_scores_gemma":[0.009809001,0.0002795114,0.0003028914,0.001008837,0.002160614,0.002369167,0.001934741,0.001087797,0.00022638],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009168002,"about_ca_system_score_gemma":0.001310412,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001628512,"about_ca_topic_score_gemma":0.002873301,"domain_scores_codex":[0.9969574,0.002141152,0.0001164848,0.0001364036,0.0002921737,0.0003563946],"domain_scores_gemma":[0.9891998,0.00846284,0.0009085152,0.000259018,0.0005063125,0.0006635059],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002034551,0.001792519,0.09246047,0.0003005312,0.00002183578,0.003408327,0.8730542,0.0002252599,0.004044606,0.003035637,0.0002609599,0.0211921],"study_design_scores_gemma":[0.00004029738,0.001403531,0.08154625,0.0002443051,0.00003819797,0.001245,0.9061829,0.001219289,0.001654569,0.001357161,0.005028466,0.00004002254],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9985839,0.00004433467,0.0002152283,0.00006275271,0.000001015708,0.00003428032,0.000004210329,0.00000111357,0.00105315],"genre_scores_gemma":[0.9992326,0.00008929998,0.000306021,0.00004816844,0.000001831363,0.00004703432,0.000004880794,0.00000156551,0.0002686554],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005879304,"threshold_uncertainty_score":0.03109306,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2081851127","doi":"10.1504/ijbir.2008.016651","title":"An alternative heuristic solution technique for efficient management of the serial supply chain","year":2008,"lang":"en","type":"article","venue":"International Journal of Business Innovation and Research","topic":"Supply Chain and Inventory Management","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":"Concordia University","funders":"","keywords":"Heuristic; Sequence (biology); Supply chain; Supply chain management; Computer science; Mathematical optimization; Presentation (obstetrics); Chain (unit); Algorithm; Operations management; Operations research; Mathematics; Economics; Artificial intelligence; Business","authors":[{"name":"M. A. Hoque","is_ca":false},{"name":"Suresh Kumar Goyal","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.07314256590440178,"gpt":0.3446079936404176,"spread":0.2714654277360158,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009197968,0.0008650247,0.0008433685,0.00130315,0.0006521188,0.0007655305,0.001227713,0.001446362,0.004372797],"category_scores_gemma":[0.00230235,0.0005503167,0.001083448,0.001652152,0.0006840709,0.0009983088,0.000804961,0.001258213,0.0005390183],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005355192,"about_ca_system_score_gemma":0.001544845,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003995795,"about_ca_topic_score_gemma":0.004820101,"domain_scores_codex":[0.9995046,0.0001867548,0.0000240748,0.00006380468,0.0001627075,0.00005800553],"domain_scores_gemma":[0.9995446,0.0002119576,0.00005582073,0.00007744163,0.00009194571,0.00001826801],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00006956103,0.0001207576,0.0003302736,0.0002779935,0.00007907928,0.0001561692,0.0002166808,0.8010169,0.006993649,0.04191967,0.002373606,0.1464455],"study_design_scores_gemma":[0.00004184027,0.0001382227,0.0001143004,0.00003194163,0.00002827651,0.0001123054,0.00004439734,0.9753479,0.001804664,0.01648459,0.005832899,0.00001863517],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.006549446,0.0001392556,0.990392,0.00008993812,0.0000446718,0.00006922561,0.00002035902,0.0001412974,0.002553928],"genre_scores_gemma":[0.1327495,0.0002882898,0.8637295,0.00009646226,0.00005036359,0.000217454,0.00006756801,0.00006514103,0.002735642],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.004372797,"threshold_uncertainty_score":0.01462847,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}