{"meta":{"query_hash":"14202d8fd442","filters":{"venue":"Positive changes"},"cohort_total":7,"direct_labels_cover":0,"predictions_cover":7,"exported":7,"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/14202d8fd442","api":"https://metacan.xera.ac/api/v1/cohort?venue=Positive+changes"},"results":[{"id":"W4220833703","doi":"10.55140/2782-5817-2021-1-1-68-78","title":"Impact investing as a subject of research: 10 publications of 2021","year":2022,"lang":"en","type":"article","venue":"Positive changes","topic":"Community Development and Social Impact","field":"Economics, Econometrics and Finance","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Subject (documents); Investment (military); Business; Political science; Regional science; Geography; Library science; Computer science; Law","score_opus":0.2813247064279693,"score_gpt":0.3860317756396835,"score_spread":0.10470706921171419,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4220833703","genre_codex":"review","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.007581111,0.78105956,0.0014847567,0.049102925,0.049641166,0.00021008671,0.010028897,0.00048802714,0.10040346],"genre_scores_gemma":[0.037282113,0.8314562,0.004680876,0.016283903,0.038219806,0.00036075493,0.015119732,0.00057462236,0.05602191],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.9920414,0.0010510104,0.0009669213,0.0007912339,0.004264938,0.00088447414],"domain_scores_gemma":[0.96793044,0.007572767,0.004370374,0.0013863732,0.013671885,0.005068173],"candidate_categories":["bibliometrics"],"consensus_categories":[],"category_scores_codex":[0.0116474265,0.0014333882,0.001385284,0.021353966,0.0015643069,0.011891102,0.0010529397,0.0031376653,0.05402887],"category_scores_gemma":[0.022660844,0.00063797267,0.0014556651,0.023599872,0.0019209599,0.0073946547,0.004837157,0.002811209,0.024156647],"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":[0.00048365348,0.00015107758,0.004876005,0.010579132,0.00013698013,0.00036068467,0.00064825214,0.0001806945,0.0018192284,0.015092966,0.4306084,0.53506297],"study_design_scores_gemma":[0.00001974576,0.00005103902,0.003735197,0.0077160653,0.00009087475,0.0002512358,0.00039110213,0.00003094091,0.00035706972,0.0021418913,0.98519635,0.000018574525],"about_ca_topic_score_codex":0.0020467504,"about_ca_topic_score_gemma":0.0030123033,"teacher_disagreement_score":0.97864604,"about_ca_system_score_codex":0.0035466247,"about_ca_system_score_gemma":0.014130995,"threshold_uncertainty_score":0.18074459},"labels":[],"label_agreement":null},{"id":"W4280604294","doi":"10.55140/2782-5817-2022-2-1-22-43","title":"Universal milestone: the Global Impact Investing Network’s approach to assessing social impact","year":2022,"lang":"en","type":"article","venue":"Positive changes","topic":"Community Development and Social Impact","field":"Economics, Econometrics and Finance","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":"Royal Bank of Canada; Rockefeller Foundation","keywords":"Milestone; Impact investing; Social impact; Ask price; Economic impact analysis; Impact assessment; Diversity (politics); Profit (economics); Business; Economics; Actuarial science; Finance; Political science; Microeconomics; Sociology; Geography","score_opus":0.09394025721856415,"score_gpt":0.31858880962226205,"score_spread":0.2246485524036979,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4280604294","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.030907268,0.0021073332,0.71572405,0.014211137,0.0005975174,0.0008683926,0.002141934,0.00045627335,0.23298621],"genre_scores_gemma":[0.5860481,0.0017014502,0.3861267,0.0012317667,0.00023671966,0.0018518796,0.000820282,0.00021409165,0.021768942],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9918514,0.0054212557,0.0003084845,0.00056158204,0.0015658436,0.00029146625],"domain_scores_gemma":[0.99466187,0.0021884353,0.0007984404,0.0005643564,0.0013281103,0.00045881327],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.009678485,0.0010210596,0.0006980773,0.009957842,0.001265105,0.0036293352,0.0014099778,0.0014931578,0.0051447605],"category_scores_gemma":[0.024617743,0.00025241383,0.0008300336,0.0077328086,0.003136511,0.006041907,0.004765006,0.0019472584,0.00052465807],"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":[0.000049452963,0.000061224986,0.010423808,0.00024822028,0.00010937708,0.00018411402,0.0012642735,0.011912154,0.0003089057,0.8202567,0.014677779,0.14050391],"study_design_scores_gemma":[0.000021731485,0.000112639835,0.01608965,0.00057848997,0.000077206765,0.00033119987,0.0020380993,0.054997735,0.0009798297,0.7909786,0.1337114,0.00008338765],"about_ca_topic_score_codex":0.008247596,"about_ca_topic_score_gemma":0.011548113,"teacher_disagreement_score":0.009957842,"about_ca_system_score_codex":0.0045758467,"about_ca_system_score_gemma":0.0037314687,"threshold_uncertainty_score":0.05118531},"labels":[],"label_agreement":null},{"id":"W4280620480","doi":"10.55140/2782-5817-2022-2-1-16-20","title":"Outcome Mapping — creating a map of behavioral changes","year":2022,"lang":"en","type":"article","venue":"Positive changes","topic":"Evaluation and Performance Assessment","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Outcome (game theory); Assessment center; Process management; Environmental resource management; Operations management; Psychology; Engineering; Applied psychology; Environmental science","score_opus":0.4054906563440229,"score_gpt":0.5187392220023848,"score_spread":0.11324856565836183,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4280620480","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.03918187,0.00038540366,0.8470966,0.0013835746,0.00030896004,0.0013918732,0.013901546,0.010281986,0.08606821],"genre_scores_gemma":[0.21977964,0.0006804439,0.75364596,0.00013419644,0.000060277576,0.0021827554,0.010610721,0.0012663645,0.011639547],"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9983968,0.00061787106,0.000095501,0.00029438437,0.0004952134,0.0001002222],"domain_scores_gemma":[0.99603796,0.0014291707,0.00033489784,0.0007956221,0.0011916652,0.00021063449],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002549349,0.0011413618,0.00049065176,0.0055532237,0.00091782364,0.0032438969,0.0011840194,0.0007208923,0.011939635],"category_scores_gemma":[0.008821264,0.00041087577,0.0008257035,0.004709253,0.0008547853,0.0040093833,0.0029320843,0.0010803354,0.002592736],"study_design_candidate":"theoretical_or_conceptual","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":[0.0005570503,0.0005446316,0.023851002,0.0021189095,0.0002045626,0.0004598368,0.014036318,0.02291471,0.007067762,0.06967193,0.050021116,0.8085522],"study_design_scores_gemma":[0.00030874927,0.000689237,0.05123836,0.0016800202,0.00039186465,0.0008028954,0.018294105,0.103041425,0.024676388,0.23243682,0.56596696,0.00047321347],"about_ca_topic_score_codex":0.006920676,"about_ca_topic_score_gemma":0.007750133,"teacher_disagreement_score":0.011939635,"about_ca_system_score_codex":0.0006819701,"about_ca_system_score_gemma":0.0022499487,"threshold_uncertainty_score":0.039942086},"labels":[],"label_agreement":null},{"id":"W4307793536","doi":"10.55140/2782-5817-2022-2-3-18-28","title":"Do We (Not) Need It? Assessing the Impact of Social Enterprises in Russia","year":2022,"lang":"en","type":"article","venue":"Positive changes","topic":"Digitalization and Economic Development in Agriculture","field":"Business, Management and Accounting","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Impact","funders":"","keywords":"Task (project management); Business; Work (physics); Element (criminal law); Reflection (computer programming); Public relations; Social benefits; Knowledge management; Process management; Marketing; Management; Political science; Computer science; Engineering; Economics; Quality (philosophy)","score_opus":0.02674183261436203,"score_gpt":0.27390536495349793,"score_spread":0.2471635323391359,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4307793536","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9614563,0.0008068397,0.00057590124,0.008087568,0.000053089054,0.000019150244,0.000055288496,0.000013366629,0.028932532],"genre_scores_gemma":[0.9988921,0.00029987443,0.0000657262,0.00011607456,0.000011737468,0.0000034702043,0.000008129144,0.0000021214391,0.00060072716],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9969926,0.001495918,0.00009015188,0.00011991403,0.0007390843,0.00056218955],"domain_scores_gemma":[0.9977285,0.0006473343,0.00056517235,0.000141881,0.00031782425,0.0005993082],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0028164284,0.00012279466,0.00023281842,0.000916822,0.0017683249,0.0034126057,0.00041017466,0.00068533065,0.0018985007],"category_scores_gemma":[0.005175292,0.000098803706,0.00023637166,0.0006539779,0.0035076113,0.0018788233,0.0030503976,0.0007980946,0.0002509656],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00038237494,0.00049227313,0.64219844,0.0005420265,0.0002642039,0.0024639317,0.046230942,0.0029501044,0.0051099374,0.09938225,0.005079398,0.19490407],"study_design_scores_gemma":[0.000016346186,0.00032081487,0.86961997,0.00037095355,0.00009426517,0.0004417677,0.0635772,0.0012656304,0.0016288192,0.019090956,0.043525063,0.000048275684],"about_ca_topic_score_codex":0.0092748245,"about_ca_topic_score_gemma":0.009986525,"teacher_disagreement_score":0.0092748245,"about_ca_system_score_codex":0.0033873986,"about_ca_system_score_gemma":0.0032978347,"threshold_uncertainty_score":0.02457738},"labels":[],"label_agreement":null},{"id":"W4318466172","doi":"10.55140/2782-5817-2022-2-4-28-35","title":"When Good Deeds Do Go Unpunished: How to Be Involved in the Distribution of the Local Budget","year":2023,"lang":"en","type":"article","venue":"Positive changes","topic":"Hungarian Social, Economic and Educational Studies","field":"Social Sciences","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":"Impact","funders":"","keywords":"Russian federation; Distribution (mathematics); Political science; Public administration; Business; Law; Public relations; Economic policy","score_opus":0.051133533678625956,"score_gpt":0.3008835585550009,"score_spread":0.24975002487637493,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4318466172","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.29184484,0.008228776,0.011382671,0.42379674,0.003474801,0.000187736,0.000086286476,0.00023826644,0.26075995],"genre_scores_gemma":[0.96329975,0.0014019904,0.0018802034,0.011918281,0.0001825281,0.00007060384,0.000023553777,0.00008898366,0.021134198],"study_design_codex":"qualitative","study_design_gemma":"observational","domain_scores_codex":[0.99265987,0.0050077727,0.00015151908,0.0002646335,0.0004023271,0.0015139118],"domain_scores_gemma":[0.99486756,0.0017208629,0.00068189634,0.00034766845,0.0007506739,0.0016311794],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0074552777,0.00023679799,0.00030825165,0.00057897624,0.014928996,0.0095312735,0.0010621126,0.0032128582,0.0071407603],"category_scores_gemma":[0.016656213,0.00035189372,0.0002228411,0.0008166715,0.016525697,0.011259898,0.0049888813,0.0058851456,0.0013107168],"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":[0.00011242337,0.00021651608,0.0095271235,0.0002645677,0.000044474014,0.001643239,0.33235317,0.00041350457,0.0010791171,0.3144201,0.21246728,0.12745848],"study_design_scores_gemma":[0.00003493039,0.00008020161,0.014842759,0.0006473228,0.000030856518,0.0004028663,0.45976046,0.00026966128,0.0007171432,0.070332676,0.45278764,0.000093388924],"about_ca_topic_score_codex":0.013123327,"about_ca_topic_score_gemma":0.021869872,"teacher_disagreement_score":0.014928996,"about_ca_system_score_codex":0.0061065215,"about_ca_system_score_gemma":0.008543898,"threshold_uncertainty_score":0.04430616},"labels":[],"label_agreement":null},{"id":"W4382678634","doi":"10.55140/2782-5817-2023-3-s1-66-70","title":"People and the Budget: What Does the Future Hold for Civil Finance?","year":2023,"lang":"en","type":"article","venue":"Positive changes","topic":"Public-Private Partnership Projects","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":"Impact","funders":"","keywords":"Participatory budgeting; State (computer science); Civil society; Citizen journalism; Finance; Business; Economics; Public administration; Accounting; Political science; Politics; Computer science","score_opus":0.018947939165647115,"score_gpt":0.24327307516424934,"score_spread":0.22432513599860224,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4382678634","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.007921676,0.03401671,0.00057924393,0.8698705,0.003004724,0.000009396588,0.00012336049,0.000014282846,0.08446018],"genre_scores_gemma":[0.62864596,0.1572132,0.0019153481,0.13292362,0.009091541,0.00013263794,0.00029590374,0.00008802102,0.06969369],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99665844,0.0016673726,0.0000721644,0.00014554549,0.00050898956,0.00094757817],"domain_scores_gemma":[0.99292916,0.0033279199,0.00051501545,0.00032782645,0.0010465429,0.0018535086],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0056797476,0.0002802147,0.00043586857,0.0011185304,0.0051362426,0.016331922,0.0007527855,0.0047626616,0.021123314],"category_scores_gemma":[0.016981823,0.00022054264,0.0003702094,0.0031470216,0.009988751,0.02191966,0.0026007735,0.0056187175,0.0014522811],"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":[0.000044983597,0.00003986299,0.0036994934,0.0002860544,0.0000145955855,0.00007469679,0.0054222792,0.00018360563,0.000046506837,0.7806315,0.12902935,0.08052713],"study_design_scores_gemma":[0.0000136414765,0.000029557652,0.006539029,0.0015450022,0.000014840369,0.00007043953,0.020246975,0.00012015352,0.000074501644,0.2084254,0.76287764,0.000042853175],"about_ca_topic_score_codex":0.038841747,"about_ca_topic_score_gemma":0.06294033,"teacher_disagreement_score":0.038841747,"about_ca_system_score_codex":0.0065571764,"about_ca_system_score_gemma":0.012500985,"threshold_uncertainty_score":0.07723135},"labels":[],"label_agreement":null},{"id":"W4387354258","doi":"10.55140/2782-5817-2023-3-3-33-40","title":"Universities and Social Entrepreneurs: A Mutually Beneficial Alliance?","year":2023,"lang":"en","type":"article","venue":"Positive changes","topic":"Entrepreneurship Studies and Influences","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":"Impact","funders":"","keywords":"Alliance; Internship; Globe; Public relations; Novelty; Social entrepreneurship; Forge; Business; Political science; Entrepreneurship; Engineering; Psychology","score_opus":0.027458066431062335,"score_gpt":0.24152059509206789,"score_spread":0.21406252866100556,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4387354258","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.3643931,0.0066940486,0.0070101433,0.23854364,0.0015101867,0.0001436599,0.00006384914,0.00013117364,0.38151023],"genre_scores_gemma":[0.9821047,0.0015681396,0.0008781613,0.0044605345,0.00019095854,0.000053010383,0.000014478363,0.000018738396,0.010711247],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.98514843,0.010393611,0.00018304028,0.0005116951,0.001287859,0.0024753013],"domain_scores_gemma":[0.9869055,0.0027036914,0.0014130734,0.000709235,0.0010066722,0.007261822],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00846482,0.00040781288,0.0005075243,0.001743895,0.015407181,0.019216344,0.0010053698,0.0041570016,0.013709657],"category_scores_gemma":[0.010540588,0.0005336178,0.00044682747,0.0015512073,0.017221143,0.01616488,0.02852175,0.004730333,0.0018638754],"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":[0.00012832962,0.00037791693,0.022395356,0.00017899196,0.00007451952,0.0022049104,0.32274267,0.00016735615,0.0007026152,0.5436473,0.029092964,0.07828719],"study_design_scores_gemma":[0.0000519737,0.00012611803,0.0054522543,0.0003823054,0.00003472492,0.0007828879,0.53295106,0.00028254525,0.00021821604,0.21387815,0.24578495,0.000054835786],"about_ca_topic_score_codex":0.0013257962,"about_ca_topic_score_gemma":0.0031884462,"teacher_disagreement_score":0.019216344,"about_ca_system_score_codex":0.0020143976,"about_ca_system_score_gemma":0.007153385,"threshold_uncertainty_score":0.04586339},"labels":[],"label_agreement":null}]}