{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":5,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":5,"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":"4180d457d05b","filters":{"venue":"CHŁODNICTWO"}},"results":[{"id":"W908031622","doi":"","title":"Nowy system chłodniczy wyposażony w separator cieczy U-Turn Alfa Laval pozwala zwiększyć wydajność systemu chłodniczego","year":2013,"lang":"pl","type":"article","venue":"CHŁODNICTWO","topic":"Engine and Fuel Emissions","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Separator (oil production); Physics; Thermodynamics","authors":[{"name":"J Kedzia","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.005364906021687596,"gpt":0.185333133157437,"spread":0.1799682271357494,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","scholarly_communication","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"category_scores_codex":[0.001121705,0.002496815,0.002805179,0.0007925679,0.0008824769,0.001075808,0.002333959,0.001858496,0.003311138],"category_scores_gemma":[0.0002969293,0.002450428,0.001403043,0.001946359,0.0002984527,0.001560168,0.0007019151,0.002577592,0.01859343],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001340461,"about_ca_system_score_gemma":0.0005829585,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001087675,"about_ca_topic_score_gemma":0.00008216663,"domain_scores_codex":[0.9891126,0.0004725452,0.003091702,0.002164619,0.001528359,0.003630204],"domain_scores_gemma":[0.9921097,0.0005713563,0.0006915696,0.003592508,0.0007153074,0.00231954],"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":[0.0001383482,0.001233857,0.003836348,0.02100666,0.004183058,0.001143502,0.006033442,0.03310641,0.04187662,0.01877198,0.8601878,0.008482017],"study_design_scores_gemma":[0.006298812,0.000713972,0.005812744,0.008091024,0.001684817,0.001313188,0.004778004,0.3291849,0.007099362,0.0001625938,0.6274933,0.007367287],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3202903,0.1073033,0.009983521,0.005675158,0.04380006,0.01454165,0.002650776,0.0138738,0.4818814],"genre_scores_gemma":[0.9718564,0.002239818,0.001427443,0.0004756897,0.004233888,0.0007717049,0.0003066545,0.0008424328,0.01784594],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6515661,"threshold_uncertainty_score":0.9999612,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W757580248","doi":"","title":"90 lat Alfa Laval w Polsce","year":2014,"lang":"pl","type":"article","venue":"CHŁODNICTWO","topic":"Management and Organizational Practices","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Art","authors":[{"name":"J Grzejszczak","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01146516751190865,"gpt":0.209787095671972,"spread":0.1983219281600633,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","scholarly_communication","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0009494868,0.0004555056,0.0003993175,0.000315542,0.0005379663,0.00143438,0.0007635449,0.0001800862,0.008166926],"category_scores_gemma":[0.0007703008,0.0004591897,0.0001606446,0.0009111967,0.0001081124,0.002849726,0.0006992174,0.0003362928,0.01541401],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004023957,"about_ca_system_score_gemma":0.00003307298,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004368781,"about_ca_topic_score_gemma":0.0001605886,"domain_scores_codex":[0.9974684,0.00005643639,0.0005338315,0.0006647639,0.0006229592,0.0006536375],"domain_scores_gemma":[0.9982705,0.0002043064,0.0005667626,0.0006228496,0.0002872132,0.00004839551],"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":[0.00009991623,0.0004159644,0.0668711,0.0011441,0.0002950057,0.00003497272,0.0001444143,0.0001371125,0.000228892,0.3770008,0.5345556,0.01907219],"study_design_scores_gemma":[0.00086779,0.00002051637,0.02205123,0.0001004922,0.0003336642,0.000002150213,0.0001189201,0.007914741,0.00004352488,0.004095219,0.9638582,0.0005935354],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.03891195,0.002193833,0.002111136,0.03314935,0.006101005,0.0008492128,0.00001196414,0.0006401011,0.9160314],"genre_scores_gemma":[0.9402865,0.0003000148,0.0001726731,0.009869842,0.008086313,0.000008678249,0.0001832995,0.0001138991,0.0409788],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9013745,"threshold_uncertainty_score":0.999786,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1183159490","doi":"","title":"Nowoczesna seria chłodnic Alfa Laval Optigo TM. W trosce o Srodowisko naturalne i Twoje koszty","year":2012,"lang":"pl","type":"article","venue":"CHŁODNICTWO","topic":"Engine and Fuel Emissions","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Physics","authors":[{"name":"J. Kedzia","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01314418879903534,"gpt":0.2361020753671128,"spread":0.2229578865680774,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["metaepi_narrow","insufficient_payload"],"category_scores_codex":[0.0007662229,0.00130667,0.00121079,0.0003394035,0.0004580926,0.0002057686,0.001054278,0.0009797387,0.002512934],"category_scores_gemma":[0.0002930318,0.001304338,0.0007048398,0.001030736,0.0001821636,0.001281343,0.0004394897,0.002160199,0.003345004],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004188826,"about_ca_system_score_gemma":0.000175482,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001357449,"about_ca_topic_score_gemma":0.00002418356,"domain_scores_codex":[0.9942647,0.0001632414,0.001176974,0.0008916932,0.0007008351,0.002802577],"domain_scores_gemma":[0.9961104,0.0002775919,0.0002293052,0.001762313,0.0001638973,0.001456478],"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":[0.0002594408,0.002335867,0.02315407,0.003526235,0.00270661,0.0003180543,0.01086308,0.02901674,0.1437954,0.008260838,0.7508147,0.0249489],"study_design_scores_gemma":[0.003202977,0.0002252182,0.03251735,0.0007660603,0.0007379295,0.0002763817,0.000543969,0.02482915,0.01739717,0.0002033403,0.91597,0.003330455],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6545983,0.1429311,0.004273912,0.007927999,0.03967094,0.003085991,0.001121243,0.004818447,0.141572],"genre_scores_gemma":[0.9705212,0.005291153,0.00447043,0.0006396788,0.005367377,0.00007246943,0.0002316399,0.0004245331,0.01298149],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3159229,"threshold_uncertainty_score":0.9999685,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1024507784","doi":"","title":"Chłodnice Alfa Laval pozwalaja zmniejszyć zużycie energii w centrum logistycznym w Niemczech","year":2011,"lang":"pl","type":"article","venue":"CHŁODNICTWO","topic":"Renewable energy and sustainable power systems","field":"Energy","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Physics","authors":[{"name":"J. Kedzia","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03916228261466875,"gpt":0.218115726864359,"spread":0.1789534442496903,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","insufficient_payload"],"category_scores_codex":[0.001770757,0.002109479,0.002259938,0.0007248682,0.001194523,0.0004917537,0.003027079,0.001973209,0.008807909],"category_scores_gemma":[0.0004822428,0.002127164,0.001295198,0.001863049,0.0008431309,0.001191201,0.001117666,0.001454912,0.002846956],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009684983,"about_ca_system_score_gemma":0.001246061,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04295178,"about_ca_topic_score_gemma":0.004935275,"domain_scores_codex":[0.9874725,0.001306991,0.002627939,0.00274658,0.001476377,0.004369588],"domain_scores_gemma":[0.9922974,0.0003652656,0.001127386,0.003961818,0.0007150801,0.001533105],"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":[0.003958247,0.007653422,0.0288964,0.003774092,0.00692149,0.008778905,0.03205856,0.01901269,0.005373676,0.537469,0.2836899,0.06241358],"study_design_scores_gemma":[0.004165609,0.0008143564,0.00340869,0.0005291604,0.0006052402,0.0002828572,0.004560489,0.002911611,0.02395973,0.003944859,0.9514759,0.003341524],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.0674828,0.03580908,0.002892261,0.001192976,0.02260219,0.001421656,0.0002526481,0.001565837,0.8667805],"genre_scores_gemma":[0.8104045,0.004416076,0.000457664,0.001064878,0.002573619,0.0001657265,0.000269546,0.0004424311,0.1802056],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.7429217,"threshold_uncertainty_score":0.9993224,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W765833387","doi":"","title":"Adiabatyczne chłodzenie wymienników wentylatorowych. System zraszania Alfa Laval","year":2011,"lang":"pl","type":"article","venue":"CHŁODNICTWO","topic":"Renewable energy and sustainable power systems","field":"Energy","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Philosophy","authors":[{"name":"M. Cabaj","is_ca":false},{"name":"J Kedzia","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02295422723870731,"gpt":0.1978987532543644,"spread":0.1749445260156571,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","insufficient_payload"],"category_scores_codex":[0.001487563,0.001669438,0.00203663,0.0006511834,0.0009394858,0.0003471853,0.002087278,0.001477388,0.005526701],"category_scores_gemma":[0.0001772754,0.001680004,0.0009944272,0.001436579,0.0004249055,0.0009686377,0.00064339,0.0009918688,0.004200287],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001185208,"about_ca_system_score_gemma":0.0008409473,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03042493,"about_ca_topic_score_gemma":0.00244627,"domain_scores_codex":[0.990333,0.0009608492,0.002296179,0.002107628,0.001173057,0.003129311],"domain_scores_gemma":[0.9937164,0.000208711,0.0009807051,0.00311531,0.0005873967,0.001391504],"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":[0.002173899,0.002989005,0.02208488,0.008297305,0.005773057,0.006967727,0.02940836,0.005706324,0.001888587,0.7903811,0.09492632,0.02940344],"study_design_scores_gemma":[0.005450394,0.0009511364,0.004901234,0.001788995,0.0008805196,0.0005247122,0.014941,0.006158709,0.009561246,0.000748353,0.9503642,0.003729539],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1166209,0.03276281,0.001277085,0.0001904325,0.02361857,0.001324348,0.0001689491,0.001696841,0.8223401],"genre_scores_gemma":[0.9078781,0.0009569903,0.0002722543,0.0002181712,0.002577933,0.0002182354,0.0001264258,0.0004263458,0.08732553],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8554378,"threshold_uncertainty_score":0.9998189,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}