{"meta":{"query_hash":"0c17eeff8d0a","filters":{"venue":"International Journal of Inventory Research"},"cohort_total":5,"direct_labels_cover":0,"predictions_cover":5,"exported":5,"export_cap":100000,"truncated":false,"label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12"},"permalink":"https://metacan.xera.ac/q/0c17eeff8d0a","api":"https://metacan.xera.ac/api/v1/cohort?venue=International+Journal+of+Inventory+Research"},"results":[{"id":"W2026762700","doi":"10.1504/ijir.2011.045383","title":"A replenishment control system with uncertain returns and random opportunities for disposal","year":2011,"lang":"en","type":"article","venue":"International Journal of Inventory Research","topic":"Supply Chain and Inventory Management","field":"Business, Management and Accounting","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Windsor","funders":"","keywords":"Dispose pattern; Perpetual inventory; Relocation; Inventory valuation; Inventory control; Inventory theory; Operations research; Safety stock; Poisson distribution; Stock (firearms); Operations management; Order (exchange); Economic order quantity; Business; Compound Poisson process; Control (management); Economics; Computer science; Poisson process; Finance; Marketing; Mathematics; Engineering; Statistics; Supply chain","score_opus":0.20974717524543232,"score_gpt":0.3234938873798277,"score_spread":0.11374671213439538,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2026762700","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.88369656,0.0011798753,0.009358776,0.012375065,0.004645375,0.0027661072,0.00005789135,0.00012900206,0.085791364],"genre_scores_gemma":[0.9968952,0.000036782752,0.00018583686,0.00055757957,0.0013832583,0.000056618203,0.0000066164243,0.000022047992,0.0008560589],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9979738,0.00006630977,0.0004564698,0.00017243267,0.0010640898,0.00026692273],"domain_scores_gemma":[0.9976802,0.000111878,0.00035581223,0.00013374428,0.0016715123,0.000046892746],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0031283672,0.00012868144,0.00022651364,0.0007098964,0.0001318932,0.00026727922,0.00051805354,0.00003965464,0.0001605218],"category_scores_gemma":[0.00017725784,0.0000946363,0.00010217242,0.00010626907,0.00018621229,0.0007854561,0.00012592171,0.00019963905,0.0000065939926],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.035969608,0.0014136048,0.13042717,0.002055008,0.004185698,0.0035156466,0.0034374709,0.00013069811,0.0006384338,0.6699577,0.12895949,0.019309439],"study_design_scores_gemma":[0.05659502,0.0022431675,0.016420793,0.003838506,0.0005468907,0.00048380907,0.11263434,0.03286714,0.00040556843,0.012517497,0.760109,0.0013382755],"about_ca_topic_score_codex":0.00016854593,"about_ca_topic_score_gemma":0.000045351233,"teacher_disagreement_score":0.65744025,"about_ca_system_score_codex":0.00016607378,"about_ca_system_score_gemma":0.00008713489,"threshold_uncertainty_score":0.38591564},"labels":[],"label_agreement":null},{"id":"W2076816686","doi":"10.1504/ijir.2013.058342","title":"Dynamic inventory control game for perishable products with concurrent probabilistic demands from two-fare classes","year":2013,"lang":"en","type":"article","venue":"International Journal of Inventory Research","topic":"Supply Chain and Inventory Management","field":"Business, Management and Accounting","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"McMaster University","keywords":"Competitor analysis; Control (management); Product (mathematics); Revenue; Business; Microeconomics; Inventory control; Sequential game; Competition (biology); Game theory; Marketing; Economics; Finance","score_opus":0.0556254706049435,"score_gpt":0.3266971844266983,"score_spread":0.2710717138217548,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2076816686","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9723019,0.0015131468,0.0020622679,0.011977914,0.0041710753,0.0026312822,0.00003589527,0.00007616443,0.0052303723],"genre_scores_gemma":[0.99431294,0.000033694392,0.0001982387,0.000851596,0.0029203512,0.00021699713,0.00007364772,0.00005075244,0.0013417825],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99646205,0.000092898175,0.0007183597,0.00039199283,0.001809583,0.00052511704],"domain_scores_gemma":[0.99366844,0.00019462802,0.00057443266,0.0002705671,0.00521708,0.00007483118],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001587928,0.0002487443,0.00035735065,0.0008641328,0.00016052356,0.000853779,0.0011864334,0.00006518965,0.0011562743],"category_scores_gemma":[0.0008937729,0.00019552321,0.00016997632,0.0003277833,0.00028986795,0.0018000804,0.00022735527,0.00046716537,0.00019268243],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.004872833,0.004251795,0.26781538,0.0025433013,0.005989859,0.0005693183,0.0016469159,0.009812554,0.009470158,0.07608156,0.574341,0.04260531],"study_design_scores_gemma":[0.015179447,0.00071264635,0.013446098,0.00136214,0.00024520117,0.00002947093,0.0027256866,0.17652549,0.00023751977,0.03050152,0.7581561,0.0008786652],"about_ca_topic_score_codex":0.00045919995,"about_ca_topic_score_gemma":0.00014725211,"teacher_disagreement_score":0.25436926,"about_ca_system_score_codex":0.0004726461,"about_ca_system_score_gemma":0.00024247737,"threshold_uncertainty_score":0.9997568},"labels":[],"label_agreement":null},{"id":"W2724784017","doi":"10.1504/ijir.2017.10006043","title":"Cooperative advertising in a closed-loop supply chain to encourage customers to return their used products","year":2017,"lang":"en","type":"article","venue":"International Journal of Inventory Research","topic":"Sustainable Supply Chain Management","field":"Business, Management and Accounting","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Group for Research in Decision Analysis; HEC Montréal","funders":"","keywords":"Remanufacturing; Business; Supply chain; Incentive; Order (exchange); Product (mathematics); Advertising; Marketing; National brand; Microeconomics; Economics","score_opus":0.06582665515015859,"score_gpt":0.3566363124107966,"score_spread":0.290809657260638,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2724784017","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9487293,0.000086725115,0.00011302308,0.042132314,0.0018089538,0.0008494998,0.000004039861,0.000016722965,0.0062594474],"genre_scores_gemma":[0.992635,0.000014302751,0.00015048835,0.001422944,0.0022791403,0.00003952723,0.000005494558,0.00003911438,0.0034139608],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.9962876,0.00013021522,0.0006281679,0.00037771283,0.0019559946,0.00062033226],"domain_scores_gemma":[0.99517906,0.0001150269,0.00039805137,0.00047725733,0.003744081,0.00008649799],"candidate_categories":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.005697211,0.00020914707,0.00031203358,0.0028743935,0.00035208455,0.0013887067,0.0024779886,0.00006207774,0.00021243321],"category_scores_gemma":[0.0049334094,0.00018360755,0.000098047894,0.0006833803,0.00013733866,0.001976758,0.0012515882,0.00065719325,0.00014734239],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0060467934,0.0020215733,0.48161903,0.00075508456,0.001259066,0.010490522,0.0172729,0.01992507,0.04252063,0.023581332,0.27508008,0.1194279],"study_design_scores_gemma":[0.006885058,0.0005024295,0.10132889,0.0028077345,0.000040394745,0.00005098355,0.034220472,0.01560897,0.0072909356,0.0047279294,0.8252713,0.0012649248],"about_ca_topic_score_codex":0.00090760674,"about_ca_topic_score_gemma":0.0006234734,"teacher_disagreement_score":0.55019116,"about_ca_system_score_codex":0.0008940855,"about_ca_system_score_gemma":0.00024447351,"threshold_uncertainty_score":0.999648},"labels":[],"label_agreement":null},{"id":"W4255969530","doi":"10.1504/ijir.2017.085366","title":"Cooperative advertising in a closed-loop supply chain to encourage customers to return their used products","year":2017,"lang":"en","type":"article","venue":"International Journal of Inventory Research","topic":"Sustainable Supply Chain Management","field":"Business, Management and Accounting","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Group for Research in Decision Analysis; HEC Montréal","funders":"","keywords":"Remanufacturing; Business; Supply chain; Incentive; Order (exchange); Advertising; Product (mathematics); Marketing; National brand; Closed loop; Microeconomics; Economics","score_opus":0.06582665515015859,"score_gpt":0.3566363124107966,"score_spread":0.290809657260638,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4255969530","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9487293,0.000086725115,0.00011302308,0.042132314,0.0018089538,0.0008494998,0.000004039861,0.000016722965,0.0062594474],"genre_scores_gemma":[0.992635,0.000014302751,0.00015048835,0.001422944,0.0022791403,0.00003952723,0.000005494558,0.00003911438,0.0034139608],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.9962876,0.00013021522,0.0006281679,0.00037771283,0.0019559946,0.00062033226],"domain_scores_gemma":[0.99517906,0.0001150269,0.00039805137,0.00047725733,0.003744081,0.00008649799],"candidate_categories":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.005697211,0.00020914707,0.00031203358,0.0028743935,0.00035208455,0.0013887067,0.0024779886,0.00006207774,0.00021243321],"category_scores_gemma":[0.0049334094,0.00018360755,0.000098047894,0.0006833803,0.00013733866,0.001976758,0.0012515882,0.00065719325,0.00014734239],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0060467934,0.0020215733,0.48161903,0.00075508456,0.001259066,0.010490522,0.0172729,0.01992507,0.04252063,0.023581332,0.27508008,0.1194279],"study_design_scores_gemma":[0.006885058,0.0005024295,0.10132889,0.0028077345,0.000040394745,0.00005098355,0.034220472,0.01560897,0.0072909356,0.0047279294,0.8252713,0.0012649248],"about_ca_topic_score_codex":0.00090760674,"about_ca_topic_score_gemma":0.0006234734,"teacher_disagreement_score":0.55019116,"about_ca_system_score_codex":0.0008940855,"about_ca_system_score_gemma":0.00024447351,"threshold_uncertainty_score":0.999648},"labels":[],"label_agreement":null},{"id":"W4366435275","doi":"10.1504/ijir.2023.130388","title":"A two-period lot sizing and pricing model under multiplicative error demand","year":2023,"lang":"en","type":"article","venue":"International Journal of Inventory Research","topic":"Consumer Retail Behavior Studies","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McMaster University","funders":"","keywords":"Period (music); Multiplicative function; Economics; Sizing; Econometrics; Operations research; Mathematical economics; Computer science; Microeconomics; Mathematics","score_opus":0.2304609847156167,"score_gpt":0.4327850921518173,"score_spread":0.2023241074362006,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4366435275","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99403197,0.00043470197,0.00024025294,0.0033968769,0.00026568843,0.00012776713,0.0000017613854,0.000028592232,0.0014723877],"genre_scores_gemma":[0.9988212,0.000061315186,0.000138571,0.00010634501,0.0003355437,0.00001209525,0.0000024142662,0.000020495901,0.0005020075],"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99807024,0.000035612826,0.00035162983,0.00017573702,0.0010999234,0.00026686792],"domain_scores_gemma":[0.9979775,0.00015486669,0.00021850182,0.000099222416,0.0015218206,0.000028099132],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0017665355,0.00010671106,0.00016838674,0.0010549603,0.00020400349,0.000299887,0.0004462436,0.00003149243,0.000036435235],"category_scores_gemma":[0.0005838418,0.00009342457,0.00007634618,0.00041294147,0.00018201176,0.0007391359,0.00062327064,0.00038153128,0.00008370364],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00038656464,0.00021956979,0.9247847,0.00011431853,0.00063294213,0.00044527167,0.0019243727,0.0026287795,0.024739994,0.017769357,0.0020132735,0.024340825],"study_design_scores_gemma":[0.007200516,0.00010617303,0.43428913,0.0012654839,0.0001926742,0.00016357689,0.017871149,0.50069785,0.00057032943,0.019566502,0.017209597,0.00086702197],"about_ca_topic_score_codex":0.00012962127,"about_ca_topic_score_gemma":0.00011876963,"teacher_disagreement_score":0.49806905,"about_ca_system_score_codex":0.00014475755,"about_ca_system_score_gemma":0.000073454576,"threshold_uncertainty_score":0.38097435},"labels":[],"label_agreement":null}]}