{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":2,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":2,"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":"d47e7e6be090","filters":{"venue":"International business and management series"}},"results":[{"id":"W2494661524","doi":"10.1108/s1876-066x(2011)0000027012","title":"Chapter 9 Living and Working Between Two Worlds: Using Qualitative Phenomenological Findings to Enhance Understanding of Lived Experiences","year":2011,"lang":"en","type":"book-chapter","venue":"International business and management series","topic":"International Student and Expatriate Challenges","field":"Social Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Lived experience; Originality; Expatriate; Qualitative research; Value (mathematics); Perspective (graphical); Appeal; Phenomenology (philosophy); Sociology; Psychology; Epistemology; Social psychology; Social science; Political science; Computer science","authors":[{"name":"Roger C. Russell","is_ca":false},{"name":"Catherine Aquino‐Russell","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1871785535946113,"gpt":0.3862619022979365,"spread":0.1990833487033252,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01733271,0.0006379769,0.0005470124,0.002504434,0.015002,0.01159857,0.001955804,0.001615068,0.004607201],"category_scores_gemma":[0.01562186,0.0005910559,0.00053007,0.003833565,0.02152687,0.005325823,0.005664072,0.00351378,0.0005012791],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02140746,"about_ca_system_score_gemma":0.02673721,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1466478,"about_ca_topic_score_gemma":0.2325054,"domain_scores_codex":[0.9871969,0.008941459,0.0003636874,0.0006749821,0.001938844,0.0008841468],"domain_scores_gemma":[0.9837567,0.01191028,0.0006128855,0.0006682692,0.002274077,0.0007778971],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00001002748,0.00001376793,0.0004858606,0.0002533959,0.000002780556,0.0003877429,0.9776444,0.00005531423,0.0004941716,0.01353915,0.002191907,0.004921613],"study_design_scores_gemma":[0.000003275531,0.00001053107,0.0006302673,0.0005999829,0.000004092634,0.0002538878,0.9429098,0.00006802504,0.0004099048,0.002301845,0.05279053,0.00001790457],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6534476,0.009486535,0.06423753,0.04618502,0.001981964,0.006227992,0.001921271,0.000249102,0.216263],"genre_scores_gemma":[0.9164643,0.006248348,0.02792764,0.004161469,0.0001532858,0.003901627,0.0003611832,0.0001506167,0.04063155],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1466478,"threshold_uncertainty_score":0.2915884,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4386782487","doi":"10.1108/s1876-066x20230000037014","title":"Index","year":2023,"lang":"en","type":"paratext","venue":"International business and management series","topic":"Sustainable Supply Chain Management","field":"Business, Management and Accounting","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":"Index (typography); Mathematics; Computer science; World Wide Web","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.01160635686263995,"gpt":0.2323593097583958,"spread":0.2207529528957559,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001253499,0.00179141,0.001285151,0.005819933,0.002442224,0.01189159,0.00217601,0.002831543,0.7450243],"category_scores_gemma":[0.005997873,0.0005431592,0.001234954,0.008920182,0.0008910053,0.008040688,0.003922347,0.002437905,0.7670658],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003076683,"about_ca_system_score_gemma":0.004232562,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008571786,"about_ca_topic_score_gemma":0.008335286,"domain_scores_codex":[0.9980425,0.0001722516,0.000180804,0.0003555459,0.001052544,0.0001962341],"domain_scores_gemma":[0.9971963,0.0002132607,0.0001137699,0.0003948601,0.001691431,0.0003902543],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001128923,0.00001099332,0.0000946467,0.0001772396,0.000002575545,0.00001986877,0.00003529717,0.00002339872,0.00008710644,0.003748628,0.9429832,0.05280578],"study_design_scores_gemma":[0.000001885071,0.000004127284,0.0001519217,0.00007928809,0.000001037824,0.00002380104,0.00003179826,0.00001341523,0.00003664295,0.0006727231,0.9989794,0.000003881061],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0003911567,0.004169971,0.001285332,0.005606308,0.01756615,0.0002694122,0.02605639,0.002424096,0.9422312],"genre_scores_gemma":[0.001744352,0.003286419,0.001041359,0.002247007,0.002298523,0.0001828096,0.02127304,0.001082529,0.966844],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2549757,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}