{"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":"8c3a3426a2cd","filters":{"venue":"International Journal of Arts Humanities & Social Science"}},"results":[{"id":"W4413378084","doi":"10.56734/ijahss.v6n8a12","title":"The Evolution Of Global Environmental Politics As A Field Of Inquiry Over The Past Three Decades","year":2025,"lang":"en","type":"article","venue":"International Journal of Arts Humanities & Social Science","topic":"Transboundary Water Resource Management","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":"Education and Early Childhood Development","funders":"","keywords":"Politics; Field (mathematics); Political science; Environmental politics; Environmental ethics; Geography; Law; Philosophy","authors":[{"name":"Eric W. Cheng","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0194687898296112,"gpt":0.3293418880644457,"spread":0.3098730982348345,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.001060802,0.00006701522,0.00009920579,0.00008296885,0.001158382,0.0002148094,0.001400119,0.00002987436,0.00005899465],"category_scores_gemma":[0.000129974,0.000045377,0.0001174246,0.0001823996,0.004073723,0.0002496812,0.0001708444,0.0001118265,0.000001446372],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000838288,"about_ca_system_score_gemma":0.0004319639,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001579036,"about_ca_topic_score_gemma":0.001309251,"domain_scores_codex":[0.9978533,0.00007695593,0.0003712503,0.00008393047,0.001413486,0.0002011116],"domain_scores_gemma":[0.9991415,0.0001897818,0.0003433868,0.00007761189,0.0002200687,0.00002767727],"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":[0.0000356091,0.00005491364,0.03640272,0.000003254493,0.00007231695,0.000002207189,0.02354467,0.00001765092,0.0001196776,0.9362356,0.0005870446,0.002924313],"study_design_scores_gemma":[0.0004988032,0.0001708417,0.5438118,0.00010016,0.00007181002,0.000005883846,0.1230194,0.00001726611,0.0003036117,0.1949646,0.1369028,0.0001329959],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.945951,0.0002138128,0.0005267542,0.006072619,0.001322846,0.0001079143,0.000009794971,0.000004894346,0.04579029],"genre_scores_gemma":[0.9988368,0.00003057162,0.00001852883,0.0003225592,0.000513821,0.000001513422,1.598087e-7,0.000001934459,0.0002741571],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.741271,"threshold_uncertainty_score":0.9986366,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4410459381","doi":"10.56734/ijahss.v6n5a7","title":"Searching For Carle Hessay: The Immigrant Artist Who Shaped My Life","year":2025,"lang":"en","type":"article","venue":"International Journal of Arts Humanities & Social Science","topic":"Art, Politics, and Modernism","field":"Arts and Humanities","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":"Immigration; Asian studies; Art; Art history; History; Archaeology","authors":[{"name":"Maidie Hilmo","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.06997861082858124,"gpt":0.3364347267210603,"spread":0.2664561158924791,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.0008974237,0.0001167768,0.0001834823,0.0002246277,0.002098633,0.001046537,0.0009851014,0.00002198675,0.0002050046],"category_scores_gemma":[0.0002400089,0.00008452677,0.0001925747,0.000008866872,0.002116674,0.0005289457,0.0001307916,0.0002047502,0.000005699984],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001860412,"about_ca_system_score_gemma":0.0005434409,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006811504,"about_ca_topic_score_gemma":0.003338957,"domain_scores_codex":[0.9983065,0.00003813495,0.0004275506,0.0001403233,0.0007675067,0.0003199631],"domain_scores_gemma":[0.9981579,0.000218314,0.0002744097,0.00008196518,0.001204694,0.00006276257],"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":[0.00003424602,0.00003743664,0.0000301279,0.000007900268,0.00007157489,0.000004390217,0.1848539,0.000007334832,0.0001493017,0.8069567,0.006096144,0.00175089],"study_design_scores_gemma":[0.0004696173,0.0000723425,0.0009019544,0.00008911352,0.00004008115,0.000007020423,0.03691717,0.0005157791,0.0001419144,0.06993949,0.890763,0.0001425377],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2371099,0.0009298088,0.00343438,0.03804092,0.01283845,0.0006413277,0.0002586859,0.00008149494,0.706665],"genre_scores_gemma":[0.9743124,0.00002002547,0.00004293942,0.004056453,0.00345804,0.000008660943,0.000001959765,0.000009032534,0.01809049],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8846669,"threshold_uncertainty_score":0.9999905,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4304099485","doi":"10.56734/ijahss.v3n10a1","title":"Applied Reflexivity for Knowledge, Innovation and Resilience- Experimental Research Findings","year":2022,"lang":"en","type":"article","venue":"International Journal of Arts Humanities & Social Science","topic":"Community Development and Social Impact","field":"Economics, Econometrics and Finance","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 en Outaouais","funders":"","keywords":"Reflexivity; Transformative learning; Action (physics); Action research; Feeling; Experiential learning; Sociology; Psychological resilience; Action learning; Resilience (materials science); Psychology; Reflective practice; Knowledge management; Engineering ethics; Epistemology; Social psychology; Pedagogy; Social science; Computer science","authors":[{"name":"Professor Emmanuelle de Verlaine","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.2747502155533076,"gpt":0.4293547227800878,"spread":0.1546045072267802,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.004088955,0.00005589217,0.0001335816,0.0007546829,0.00188889,0.0002763939,0.0006387566,0.00001812054,0.000164605],"category_scores_gemma":[0.0002717953,0.00006750478,0.00003775688,0.000442193,0.0005667993,0.0003769662,0.0003492394,0.0002426313,0.000003596989],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008177034,"about_ca_system_score_gemma":0.0001926664,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003889066,"about_ca_topic_score_gemma":0.000009516325,"domain_scores_codex":[0.999002,0.0000233926,0.00039731,0.000120048,0.000270013,0.000187282],"domain_scores_gemma":[0.9990791,0.0001359204,0.0002673116,0.00004489911,0.000446328,0.00002643389],"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":[0.00005462642,0.0001009269,0.0006778352,0.000001956017,0.00001443548,9.409983e-7,0.03758216,0.000002079842,0.00132695,0.9567415,0.00188509,0.001611539],"study_design_scores_gemma":[0.001966256,0.0006777922,0.05537816,0.00002302999,0.000004396648,0.00002854772,0.08739616,0.0001307838,0.003516695,0.5592751,0.291126,0.0004770536],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9128112,0.0001443443,0.00007368959,0.0006526365,0.0007567283,0.00009841751,0.00002093574,0.000005328242,0.0854367],"genre_scores_gemma":[0.9983891,0.000008379363,0.0001569076,0.000164126,0.0002787304,0.00001506082,0.00000261303,0.000005390664,0.0009797034],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3974664,"threshold_uncertainty_score":0.9994105,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4406547695","doi":"10.56734/ijahss.v6n1a5","title":"Leveraging Diaspora Contributions for Economic Resilience in Nigeria During a Recession","year":2025,"lang":"en","type":"article","venue":"International Journal of Arts Humanities & Social Science","topic":"Migration and Labor Dynamics","field":"Social Sciences","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":"Diaspora; Resilience (materials science); Recession; Global recession; Economics; Development economics; Great recession; Economic geography; Geography; Sociology; Keynesian economics; Gender studies","authors":[{"name":"Christian O. Akaeze","is_ca":false},{"name":"Nana Shaibu Akaeze","is_ca":false},{"name":"Victor Aghaegbunem","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01921904037591929,"gpt":0.3523425385517338,"spread":0.3331234981758145,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001511157,0.00006337797,0.000124531,0.0003973891,0.001017067,0.0003242996,0.0006523318,0.00003905352,0.00009802779],"category_scores_gemma":[0.0004735285,0.0000651588,0.00007114396,0.0001874682,0.0006339771,0.0006525643,0.00005273525,0.0001201056,0.000002045406],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001227972,"about_ca_system_score_gemma":0.001104034,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002903775,"about_ca_topic_score_gemma":0.005367122,"domain_scores_codex":[0.9987725,0.00005481408,0.0003885088,0.0001274411,0.0004310422,0.0002256891],"domain_scores_gemma":[0.9988525,0.0001347755,0.0002853095,0.00004083472,0.0006428085,0.00004379698],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001536177,0.00008984949,0.007946952,0.000008152492,0.00002663339,0.00001253095,0.1895407,0.0006228696,0.003121236,0.7939349,0.001122679,0.003419852],"study_design_scores_gemma":[0.004703149,0.0001234071,0.1285202,0.000776879,0.00003770453,0.0000144301,0.5794499,0.002611833,0.003662961,0.1133078,0.1659854,0.0008063996],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9816886,0.00005025409,0.0009337338,0.004308733,0.00201562,0.0001207046,0.00001684536,0.00001207032,0.01085342],"genre_scores_gemma":[0.998162,0.00007738917,0.00009709735,0.0002679245,0.0004586515,0.000005776942,0.000001269306,0.000002594552,0.0009272388],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6806271,"threshold_uncertainty_score":0.7822561,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}