{"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":"dc7a0a8fda72","filters":{"venue":"Quaderni di Sociologia"}},"results":[{"id":"W4255747668","doi":"10.4000/qds.584","title":"Presentazione","year":2012,"lang":"it","type":"article","venue":"Quaderni di Sociologia","topic":"Weber, Simmel, Sociological Theory","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":"Computer science","authors":[{"name":"Antonio M. Chiesi","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.08035607124223396,"gpt":0.3552047214988904,"spread":0.2748486502566564,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["sts","insufficient_payload"],"category_scores_codex":[0.005109331,0.0006492969,0.0009341697,0.00008719801,0.001613587,0.0001262978,0.001342778,0.002105318,0.009331348],"category_scores_gemma":[0.002799686,0.0005640892,0.0006547784,0.0004649446,0.00480858,0.0006852705,0.0005447288,0.00161996,0.01748075],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006395507,"about_ca_system_score_gemma":0.0002175563,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005439855,"about_ca_topic_score_gemma":0.000007366695,"domain_scores_codex":[0.9904261,0.004334166,0.000808501,0.0008055022,0.0008779102,0.002747794],"domain_scores_gemma":[0.9946934,0.003029627,0.000548759,0.0007006943,0.0001555764,0.0008719726],"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":[0.0001037387,0.001430905,0.3330415,0.0000722304,0.0004773717,0.00001691725,0.1074461,0.00001355152,0.0009669664,0.4999034,0.05357814,0.00294916],"study_design_scores_gemma":[0.001607354,0.0006513208,0.3064164,0.0001269601,0.0004190755,0.00001005044,0.1981976,0.00005079611,0.0003732414,0.08115456,0.4081739,0.002818796],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7697562,0.01078944,0.0003088328,0.008805718,0.006559429,0.001215756,0.00007901478,0.001235015,0.2012506],"genre_scores_gemma":[0.9773343,0.001729275,0.0002316102,0.001945186,0.006105132,0.000084601,0.00002934541,0.00009072694,0.01244985],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4187489,"threshold_uncertainty_score":0.9996862,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2523426831","doi":"10.4000/qds.623","title":"Equità, sentimenti di giustizia e disuguaglianze di reddito in Italia","year":2011,"lang":"it","type":"article","venue":"Quaderni di Sociologia","topic":"Psychological Well-being and Life Satisfaction","field":"Psychology","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":"Economic inequality; Quarter (Canadian coin); Demographic economics; Economics; Inequality; Population; Income distribution; Social psychology; Sociology; Psychology; Demography; Geography; Mathematics","authors":[{"name":"Renzo Carriero","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.08273209508255835,"gpt":0.3417920839744444,"spread":0.2590599888918861,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity","insufficient_payload"],"category_scores_codex":[0.001592748,0.001054627,0.001276508,0.0003280763,0.0004261048,0.0001131059,0.001092993,0.002404957,0.01593921],"category_scores_gemma":[0.000416921,0.0009794539,0.0006330928,0.0005881534,0.001192916,0.0002982567,0.0003453269,0.002380421,0.01220777],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004252912,"about_ca_system_score_gemma":0.00008242666,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001881797,"about_ca_topic_score_gemma":0.00007450437,"domain_scores_codex":[0.9914634,0.002119479,0.001599377,0.002096461,0.000539836,0.002181438],"domain_scores_gemma":[0.9965615,0.0006120587,0.0008023412,0.001457197,0.0001050645,0.0004618427],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007739024,0.001761622,0.9037993,0.0001349998,0.0007027816,0.0006569541,0.02248169,0.00001825156,0.001919464,0.01208001,0.04678697,0.008884061],"study_design_scores_gemma":[0.002269605,0.001046505,0.9717422,0.000216787,0.0002108761,0.00003830546,0.007395798,0.0001162845,0.0001831346,0.00848728,0.006979837,0.001313409],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8110719,0.001916908,0.0006637378,0.0008517958,0.01003092,0.0009310426,0.0001778849,0.0004912267,0.1738646],"genre_scores_gemma":[0.9799995,0.000463867,0.0001612236,0.0007405801,0.00135816,0.0001916455,0.0001847154,0.0001272296,0.01677307],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1689276,"threshold_uncertainty_score":0.9999211,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}