{"meta":{"query_hash":"47578d284f2d","filters":{"venue":"Tizard Learning Disability Review"},"cohort_total":13,"direct_labels_cover":0,"predictions_cover":13,"exported":13,"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/47578d284f2d","api":"https://metacan.xera.ac/api/v1/cohort?venue=Tizard+Learning+Disability+Review"},"results":[{"id":"W1977376025","doi":"10.1108/13595474200500035","title":"Screening Adults with Down's Syndrome for Early Signs of Alzheimer's Disease","year":2005,"lang":"en","type":"article","venue":"Tizard Learning Disability Review","topic":"Down syndrome and intellectual disability research","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Learning Partnership","funders":"","keywords":"Learning disability; Psychology; Set (abstract data type); Down syndrome; Disease; Service (business); Intellectual disability; Challenging behaviour; Gerontology; Medicine; Psychiatry","score_opus":0.0493904193688765,"score_gpt":0.3401564447830753,"score_spread":0.29076602541419877,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1977376025","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9227313,0.058879793,0.0011183756,0.006452707,0.00003446244,0.0073632114,0.00007363425,0.00027623257,0.0030702888],"genre_scores_gemma":[0.99365723,0.0027794247,0.0018395137,0.000324616,0.0000765699,0.0003665704,0.0001423028,0.00006551394,0.0007482576],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99674916,0.00031597968,0.00084849657,0.0007359055,0.0007502,0.0006002747],"domain_scores_gemma":[0.9975806,0.00037583147,0.00017704238,0.0009001029,0.00039340055,0.0005730508],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0013670133,0.0003515718,0.001216174,0.0000612561,0.00014843038,0.000026143385,0.00025210896,0.00009168537,0.0037312284],"category_scores_gemma":[0.0026492109,0.00026226006,0.00055088766,0.0005533328,0.00073681807,0.00023498737,0.00009324681,0.0005302744,0.00031760772],"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":[0.004896477,0.0027439953,0.61046404,0.04376439,0.0009518289,0.000014108129,0.0008303253,0.0001818013,0.00014536573,0.0001366807,0.0034499944,0.33242103],"study_design_scores_gemma":[0.008388926,0.020357626,0.667941,0.069241665,0.005586507,0.00043139266,0.0005468772,0.0027637407,0.0004443586,0.00012552152,0.22215182,0.0020206056],"about_ca_topic_score_codex":0.00006265009,"about_ca_topic_score_gemma":0.0000076670985,"teacher_disagreement_score":0.3304004,"about_ca_system_score_codex":0.00009409701,"about_ca_system_score_gemma":0.00017855292,"threshold_uncertainty_score":0.99998295},"labels":[],"label_agreement":null},{"id":"W2055559036","doi":"10.1108/13595474200100012","title":"Communication Partnerships with People with Profound and Multiple Learning Disabilities","year":2001,"lang":"en","type":"article","venue":"Tizard Learning Disability Review","topic":"Assistive Technology in Communication and Mobility","field":"Health Professions","cited_by":17,"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":"Learning disability; Psychology; General partnership; Diversity (politics); Independence (probability theory); Psychological intervention; Population; Developmental psychology; Social psychology; Cognitive psychology; Sociology","score_opus":0.1155281102609462,"score_gpt":0.4094024683311779,"score_spread":0.29387435807023166,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2055559036","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.951761,0.016840465,0.00047990514,0.015457506,0.000026340074,0.0033023986,0.0000034708728,0.00094943086,0.011179465],"genre_scores_gemma":[0.9733118,0.022216963,0.0010997402,0.00037535708,0.000022870217,0.0007716907,0.000097174576,0.000042012256,0.0020624036],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99396914,0.0040238705,0.000679391,0.0005494872,0.00027565932,0.0005024438],"domain_scores_gemma":[0.9937149,0.0038828535,0.0004403013,0.0014963179,0.0003117685,0.00015382876],"candidate_categories":["sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0030751617,0.00030725647,0.0007130537,0.000028704624,0.0019238386,0.000020269514,0.0004060388,0.00018767531,0.0007670477],"category_scores_gemma":[0.0048027,0.00021820501,0.000064851,0.00048661095,0.0015701279,0.00022395946,0.00034541532,0.0023176777,0.00014313958],"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":[0.00014079464,0.00016207986,0.98764414,0.0024095257,0.00003384785,2.7991885e-7,0.0013534054,0.00001665927,0.0000025839297,0.0008016615,0.00015937036,0.0072756507],"study_design_scores_gemma":[0.0011798014,0.00047514876,0.61968446,0.0056584203,0.00018788305,0.000022950544,0.018104114,0.00031532836,0.0000015466429,0.00019863331,0.3536749,0.00049682613],"about_ca_topic_score_codex":0.00023083757,"about_ca_topic_score_gemma":0.0027777886,"teacher_disagreement_score":0.36795968,"about_ca_system_score_codex":0.000263947,"about_ca_system_score_gemma":0.0001287472,"threshold_uncertainty_score":0.999984},"labels":[],"label_agreement":null},{"id":"W2059577525","doi":"10.1108/13595474200100034","title":"Improving Service Quality through Linked Services Development","year":2001,"lang":"en","type":"article","venue":"Tizard Learning Disability Review","topic":"Healthcare innovation and challenges","field":"Social Sciences","cited_by":3,"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":"McGill University","keywords":"General partnership; Service provider; Service (business); Business; Work (physics); Quality (philosophy); Public relations; Community service; Marketing; Engineering; Political science; Finance","score_opus":0.14358388169869246,"score_gpt":0.4394676097087463,"score_spread":0.29588372801005386,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2059577525","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.62640154,0.06066682,0.0004443799,0.2591824,0.0005750416,0.0022555387,0.000003127878,0.0014115198,0.049059622],"genre_scores_gemma":[0.91466266,0.06572482,0.0018632035,0.015809318,0.00044067463,0.00013065517,0.000058172198,0.000034485653,0.0012760211],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9960752,0.0015274808,0.00082655315,0.00046185797,0.0006209844,0.00048791274],"domain_scores_gemma":[0.99840325,0.00028199214,0.00032379653,0.0003663224,0.00046300603,0.00016164347],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0052855597,0.00019023789,0.00045496007,0.000014164795,0.00090802053,0.00007165134,0.00039342753,0.00014757727,0.0014306814],"category_scores_gemma":[0.0009433001,0.00017932987,0.00008988739,0.0008701289,0.00016559436,0.00033284066,0.000093595205,0.00045972277,0.00054654275],"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":[0.0000163135,0.00022428142,0.10921409,0.016730994,0.00003046158,0.0000019109962,0.02693288,0.000003208328,0.0000150312235,0.011361718,0.00010353279,0.8353656],"study_design_scores_gemma":[0.00010557517,0.000013275283,0.01607846,0.0012684056,0.000012491982,8.3123547e-7,0.00620377,0.0000096514095,0.0000020183504,0.00017064156,0.9759009,0.00023397029],"about_ca_topic_score_codex":0.0035378528,"about_ca_topic_score_gemma":0.010491687,"teacher_disagreement_score":0.97579736,"about_ca_system_score_codex":0.000322899,"about_ca_system_score_gemma":0.000361927,"threshold_uncertainty_score":0.99948215},"labels":[],"label_agreement":null},{"id":"W2095253301","doi":"10.1108/13595474200900038","title":"Callous/unemotional conduct disorder as a learning disability","year":2009,"lang":"en","type":"article","venue":"Tizard Learning Disability Review","topic":"Psychopathy, Forensic Psychiatry, Sexual Offending","field":"Psychology","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Child, Adolescent and Family Mental Health","funders":"","keywords":"Empathy; Psychology; Learning disability; Psychological intervention; Conduct disorder; Developmental psychology; Intellectual disability; Challenging behaviour; Cruelty; Clinical psychology; Psychiatry; Criminology","score_opus":0.04418897456217213,"score_gpt":0.3785965886097968,"score_spread":0.33440761404762465,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2095253301","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7456786,0.083374135,0.0004901976,0.026196707,0.028403353,0.0038337272,0.000033256965,0.0020457886,0.10994424],"genre_scores_gemma":[0.98924506,0.0020799444,0.00034665657,0.0026484833,0.0013691006,0.00014142656,0.00022478566,0.0001094111,0.0038351251],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.99188703,0.0026593776,0.0015144217,0.00182463,0.0008603499,0.0012541831],"domain_scores_gemma":[0.9964512,0.00072675466,0.0005864879,0.001563139,0.00016436532,0.0005080772],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.003134456,0.0008175925,0.0014638181,0.000056652294,0.00060683006,0.00009428044,0.0007683125,0.00033142298,0.014440468],"category_scores_gemma":[0.0029093178,0.00075811805,0.00073825545,0.0009485786,0.0011058429,0.00030543117,0.00013419065,0.0022343814,0.004601069],"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":[0.0003270118,0.0035130843,0.49223652,0.0020175818,0.00027747673,0.000026120988,0.0018417118,0.00022462089,0.00009336706,0.01129411,0.05791854,0.43022984],"study_design_scores_gemma":[0.0014565003,0.0014532472,0.30051517,0.0018462726,0.00030087403,0.00020219595,0.0011004792,0.00008141987,0.0000025479005,0.002926841,0.6888294,0.0012850193],"about_ca_topic_score_codex":0.0002510774,"about_ca_topic_score_gemma":0.000041835672,"teacher_disagreement_score":0.6309109,"about_ca_system_score_codex":0.00041734564,"about_ca_system_score_gemma":0.0000972079,"threshold_uncertainty_score":0.999487},"labels":[],"label_agreement":null},{"id":"W2139138982","doi":"10.1108/13595474200100022","title":"Prevalence, Disability and Need in Adults with Severe Learning Disability","year":2001,"lang":"en","type":"article","venue":"Tizard Learning Disability Review","topic":"Family and Disability Support Research","field":"Psychology","cited_by":38,"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":"Quarter (Canadian coin); Learning disability; Depression (economics); Medicine; Population; Medical advice; Gerontology; Intellectual disability; Psychiatry; Limiting; Environmental health","score_opus":0.030945326376866582,"score_gpt":0.34081215660241204,"score_spread":0.30986683022554545,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2139138982","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.96304154,0.017338965,0.000017721517,0.0028733194,0.00012047087,0.0030954892,0.00001823958,0.00036951498,0.013124729],"genre_scores_gemma":[0.98917496,0.007927811,0.00010638159,0.0002582902,0.00012180483,0.0006296899,0.000096849326,0.00007842766,0.001605787],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.98941195,0.0043026106,0.001515711,0.0023482137,0.00093359785,0.0014879146],"domain_scores_gemma":[0.99499565,0.001994921,0.00031261324,0.0019130453,0.00017847237,0.0006053194],"candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0058024647,0.0007807891,0.001503622,0.000048496215,0.00041625142,0.00010012064,0.0006607219,0.00036384424,0.010720246],"category_scores_gemma":[0.0036053539,0.0006450348,0.00034022616,0.0014825134,0.00445394,0.00052868976,0.00038954325,0.0025437148,0.0004850173],"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":[0.0010777877,0.0017497081,0.90150905,0.011292506,0.00004943877,0.000022170454,0.001493527,0.00006701705,0.0000024873884,0.00015692551,0.00016303276,0.08241638],"study_design_scores_gemma":[0.0017096992,0.0008247908,0.9768469,0.0037592936,0.0001099963,0.00013894947,0.004365244,0.00011468907,8.727444e-7,0.0002036176,0.011138279,0.000787705],"about_ca_topic_score_codex":0.0024900422,"about_ca_topic_score_gemma":0.0012873707,"teacher_disagreement_score":0.08162867,"about_ca_system_score_codex":0.0005575891,"about_ca_system_score_gemma":0.000098039396,"threshold_uncertainty_score":0.99975747},"labels":[],"label_agreement":null},{"id":"W2142821510","doi":"10.1108/13595474200400037","title":"New Legislative Proposals for Women with Learning Disabilities and Mental Health Problems","year":2004,"lang":"en","type":"article","venue":"Tizard Learning Disability Review","topic":"Healthcare innovation and challenges","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":"Learning Partnership","funders":"","keywords":"Learning disability; Legislation; Paternalism; Legislature; Autonomy; Mental health; Psychology; Mental Health Act; State (computer science); Affect (linguistics); Mental health law; Law; Political science; Developmental psychology; Psychiatry; Computer science","score_opus":0.05634680626797342,"score_gpt":0.379013405619426,"score_spread":0.3226665993514526,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2142821510","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.13260607,0.07914274,0.0020033198,0.76055306,0.00024106239,0.011946927,0.000021724856,0.0009526547,0.012532453],"genre_scores_gemma":[0.92390656,0.065881364,0.002353179,0.0013707208,0.0002820346,0.000553084,0.000039557963,0.000051653828,0.0055618635],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9972734,0.0007712899,0.0004932609,0.00046216595,0.0004026227,0.0005972962],"domain_scores_gemma":[0.9988196,0.00028318568,0.00023914251,0.00016403441,0.00015471828,0.0003393395],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0034736786,0.00020133964,0.00054392626,0.000021826609,0.0010693787,0.00007868079,0.00013574937,0.00007148097,0.00022805975],"category_scores_gemma":[0.0015710334,0.00016248056,0.000054496417,0.00035251933,0.00067158317,0.0002737629,0.00003669446,0.00039547108,0.000017090499],"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":[0.00010058341,0.00022044305,0.04770808,0.014601418,0.00007213787,2.3595412e-7,0.26170468,0.000077839686,0.0000035166356,0.06765278,0.00069835834,0.6071599],"study_design_scores_gemma":[0.00056568894,0.0010096525,0.0009164031,0.002926222,0.000007359354,0.0000020556745,0.045574147,0.000003626404,8.3647853e-7,0.0031613284,0.9455752,0.00025750016],"about_ca_topic_score_codex":0.00096932205,"about_ca_topic_score_gemma":0.0030168574,"teacher_disagreement_score":0.94487685,"about_ca_system_score_codex":0.0007997208,"about_ca_system_score_gemma":0.00096982735,"threshold_uncertainty_score":0.82249045},"labels":[],"label_agreement":null},{"id":"W2281701646","doi":"10.1108/tldr-11-2015-0045","title":"Commentary on “Can active support improve job satisfaction?”","year":2016,"lang":"en","type":"article","venue":"Tizard Learning Disability Review","topic":"Healthcare innovation and challenges","field":"Social Sciences","cited_by":2,"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":"Originality; Value (mathematics); Perspective (graphical); Intervention (counseling); Service (business); Psychology; Job satisfaction; Relevance (law); Organizational culture; Public relations; Knowledge management; Social psychology; Sociology; Marketing; Business; Political science; Computer science","score_opus":0.055492639239300506,"score_gpt":0.3911204541312067,"score_spread":0.3356278148919062,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2281701646","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.066250525,0.0011066743,0.00002254371,0.9113173,0.00046772638,0.0009851226,0.000029120007,0.0002840124,0.019536974],"genre_scores_gemma":[0.9493687,0.03068555,0.000025156485,0.018258462,0.00033760213,0.000074138814,0.000010335456,0.000015792968,0.0012242643],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99740213,0.0011206464,0.00037371696,0.00034577312,0.00042251093,0.00033524635],"domain_scores_gemma":[0.998729,0.0004969346,0.00016156211,0.000292815,0.00014635736,0.00017336855],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0018365561,0.00014004478,0.0003050426,0.000019722329,0.00045771207,0.000020240053,0.00015556878,0.00008828819,0.004709492],"category_scores_gemma":[0.0014264627,0.00010025101,0.00011052052,0.00022945715,0.00041241467,0.00014820912,0.00003320836,0.00031018732,0.00047279906],"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":[0.0000122812835,0.00003957781,0.06094322,0.00036656793,0.000014831697,5.9492146e-7,0.0008759481,5.017248e-8,0.000013965435,0.005785935,0.011797799,0.9201492],"study_design_scores_gemma":[0.0001563719,0.00015439226,0.03289172,0.00084276946,0.00001451151,3.3385996e-7,0.0010478302,1.6839093e-7,0.000017116778,0.00038201516,0.9643304,0.00016239492],"about_ca_topic_score_codex":0.0006107236,"about_ca_topic_score_gemma":0.0022662757,"teacher_disagreement_score":0.9525326,"about_ca_system_score_codex":0.00056739,"about_ca_system_score_gemma":0.0001458759,"threshold_uncertainty_score":0.9962003},"labels":[],"label_agreement":null},{"id":"W2569986521","doi":"10.1108/tldr-03-2016-0008","title":"Implementing policy and good practice in services for people with learning disabilities: factors influencing commissioning and service provision","year":2017,"lang":"en","type":"article","venue":"Tizard Learning Disability Review","topic":"Healthcare innovation and challenges","field":"Social Sciences","cited_by":3,"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":"Enthusiasm; Project commissioning; Originality; Learning disability; Relevance (law); Value (mathematics); Service (business); Challenging behaviour; Publishing; Public relations; Aged care; Mental health; Mainstream; Psychology; Good practice; Medicine; Nursing; Political science; Marketing; Psychiatry; Business; Social psychology; Engineering","score_opus":0.052815157221857145,"score_gpt":0.42678713813048785,"score_spread":0.3739719809086307,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2569986521","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9213511,0.004850373,0.000015634794,0.06978037,0.000026022386,0.0012891586,0.0000028583147,0.000097393684,0.0025871021],"genre_scores_gemma":[0.9878567,0.010757338,0.00041202747,0.00066022243,0.000096129384,0.00007882995,0.000013504334,0.00002235193,0.00010290409],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.99728143,0.0008582399,0.0005002364,0.00046711467,0.00034033105,0.0005526681],"domain_scores_gemma":[0.9964517,0.002196013,0.00055009185,0.0003052233,0.00032003055,0.00017696034],"candidate_categories":["metaresearch","sts"],"consensus_categories":[],"category_scores_codex":[0.005320924,0.00020200113,0.00048023477,0.000041612926,0.0031160577,0.0003672818,0.00024615697,0.00009716401,0.0000353907],"category_scores_gemma":[0.014520122,0.00016854068,0.000036431782,0.0002834003,0.00025554158,0.00096873933,0.0002239195,0.00047668867,0.0000019736099],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000019887451,0.000040499028,0.84070456,0.0092628645,0.000011608963,2.0926569e-7,0.063412264,0.000005507319,0.000004396087,0.004162901,0.0000018674643,0.082373455],"study_design_scores_gemma":[0.00056491,0.00021237438,0.16348465,0.00768617,0.000054317425,0.0000029606142,0.3114419,0.00018380045,0.0000024702558,0.0003103972,0.51565474,0.00040128993],"about_ca_topic_score_codex":0.015215539,"about_ca_topic_score_gemma":0.03468084,"teacher_disagreement_score":0.67721987,"about_ca_system_score_codex":0.00018156374,"about_ca_system_score_gemma":0.0002420971,"threshold_uncertainty_score":0.99818176},"labels":[],"label_agreement":null},{"id":"W2965839998","doi":"10.1108/tldr-04-2019-0017","title":"Commentary on “The sibling’s perspective: experiences of having a sibling with a learning disability and behaviour described as challenging”","year":2019,"lang":"en","type":"article","venue":"Tizard Learning Disability Review","topic":"Family and Disability Support Research","field":"Psychology","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":"Sibling; Perspective (graphical); Originality; Learning disability; Psychology; Developmental psychology; Value (mathematics); Sibling relationship; Sociology; Social psychology; Computer science","score_opus":0.04434892483568293,"score_gpt":0.36898668891947733,"score_spread":0.3246377640837944,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2965839998","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9734246,0.0105909435,0.000015706082,0.008981785,0.0001311993,0.0020337082,0.000004142021,0.00014246498,0.0046754503],"genre_scores_gemma":[0.9969064,0.0011408777,0.0000546363,0.0009882117,0.00006525188,0.00040638668,0.000020088586,0.000051845862,0.00036633044],"study_design_codex":"observational","study_design_gemma":"qualitative","domain_scores_codex":[0.993868,0.0024646134,0.0008226145,0.0012760658,0.0008094199,0.00075926597],"domain_scores_gemma":[0.9956543,0.0023454593,0.00032906578,0.0012098796,0.00022029287,0.00024101364],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0045203664,0.00047626125,0.0010164058,0.00006791408,0.00048871594,0.00008415676,0.0005400111,0.00015562109,0.006202096],"category_scores_gemma":[0.0021022556,0.00033210986,0.0002980633,0.00078683835,0.0021849116,0.00023773704,0.0002762976,0.0016656262,0.0002133804],"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":[0.00035295455,0.0009902447,0.95123243,0.0018102737,0.00010175565,0.0000051731117,0.039023437,0.00007039007,0.000033956676,0.0012328419,0.00024513266,0.0049014334],"study_design_scores_gemma":[0.0016226833,0.0043645618,0.2961412,0.0062265242,0.00031581166,0.00005978937,0.68458235,0.00029871316,0.00008451293,0.00036591614,0.004811567,0.0011263867],"about_ca_topic_score_codex":0.0023904007,"about_ca_topic_score_gemma":0.000090306596,"teacher_disagreement_score":0.6550912,"about_ca_system_score_codex":0.00028723173,"about_ca_system_score_gemma":0.000067347406,"threshold_uncertainty_score":0.9999131},"labels":[],"label_agreement":null},{"id":"W3008766877","doi":"10.1108/tldr-11-2019-0035","title":"Commentary on “Diabetes and people with learning disabilities: issues for policy, practice and education”","year":2020,"lang":"en","type":"article","venue":"Tizard Learning Disability Review","topic":"Family and Disability Support Research","field":"Psychology","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":"Centre for Addiction and Mental Health","funders":"","keywords":"Learning disability; Value (mathematics); Diabetes mellitus; Nursing; Medicine; Originality; Psychology; Health care; Psychiatry; Social psychology","score_opus":0.03966306269909225,"score_gpt":0.39953644028910024,"score_spread":0.359873377590008,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3008766877","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.532634,0.04389295,0.000032964846,0.41336632,0.00008726039,0.0032967736,0.0000303132,0.00024221209,0.006417202],"genre_scores_gemma":[0.94974864,0.0060631377,0.0007289843,0.039935995,0.00059800065,0.0011844955,0.00023543392,0.00008739344,0.0014179247],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.996503,0.0013428988,0.0004601535,0.0008795947,0.0003051726,0.0005092093],"domain_scores_gemma":[0.9948704,0.0040113735,0.00015160898,0.0004475662,0.00013844657,0.00038055505],"candidate_categories":["metaresearch","metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001451982,0.00032042956,0.00067463086,0.000030496854,0.0003669369,0.00009614561,0.0001893566,0.00009500078,0.0008083777],"category_scores_gemma":[0.010491334,0.00026402247,0.000105816085,0.00036959074,0.00084503944,0.00026073595,0.00013303281,0.0006967428,0.00009134735],"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":[0.00037643607,0.0005741909,0.8665947,0.009314546,0.00011969268,4.3649518e-7,0.009227312,0.000016448035,0.000005579437,0.0015650657,0.033294432,0.07891121],"study_design_scores_gemma":[0.0008892442,0.0040572006,0.04387206,0.0012608902,0.00024336415,0.000011957306,0.0413824,0.000086505104,0.0000068390764,0.00038024597,0.90726054,0.000548772],"about_ca_topic_score_codex":0.0006669828,"about_ca_topic_score_gemma":0.00003152447,"teacher_disagreement_score":0.8739661,"about_ca_system_score_codex":0.0001020209,"about_ca_system_score_gemma":0.00010855592,"threshold_uncertainty_score":0.9999812},"labels":[],"label_agreement":null},{"id":"W3106689320","doi":"10.1108/tldr-07-2020-0015","title":"Challenging behaviour, inpatient services and governance in England","year":2020,"lang":"en","type":"article","venue":"Tizard Learning Disability Review","topic":"Healthcare innovation and challenges","field":"Social Sciences","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":"Scrutiny; Psychological intervention; Corporate governance; Challenging behaviour; Clinical governance; Mental health; Quality (philosophy); Learning disability; Medicine; Intervention (counseling); Inpatient care; Public relations; Nursing; Health care; Psychology; Psychiatry; Political science; Business; Law","score_opus":0.06037632740289784,"score_gpt":0.35259517692677506,"score_spread":0.2922188495238772,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3106689320","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7106766,0.08586033,0.0000049906125,0.19950432,0.00007538694,0.00060569134,0.0000030287092,0.00013204299,0.0031375997],"genre_scores_gemma":[0.85369855,0.14426191,0.000025616695,0.0018788285,0.00008344007,0.000020071144,0.0000042571087,0.000006838363,0.00002047663],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.9983397,0.0005477123,0.00033001843,0.00028511716,0.00027171258,0.00022571693],"domain_scores_gemma":[0.99946386,0.00011784337,0.00011433951,0.00010134535,0.00005844261,0.00014415606],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0012490739,0.000098412194,0.00027216235,0.000007195222,0.00018333942,0.000026406926,0.00012956747,0.000061382554,0.00031440912],"category_scores_gemma":[0.0006180912,0.00009586189,0.000032945904,0.00031904204,0.00013306359,0.00013182798,0.000050172664,0.00033400062,0.000027729217],"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":[0.0000073422334,0.00006159174,0.66292274,0.0054478277,0.0000039136153,0.0000026432147,0.028679684,0.000004316909,8.9457455e-7,0.007580192,0.000026015916,0.2952628],"study_design_scores_gemma":[0.0002170114,0.0000686337,0.09849813,0.0020149483,0.000009035487,4.0129405e-7,0.003653931,0.00008451611,5.7481947e-7,0.00007232127,0.8952055,0.00017501465],"about_ca_topic_score_codex":0.0004568537,"about_ca_topic_score_gemma":0.0024684551,"teacher_disagreement_score":0.89517945,"about_ca_system_score_codex":0.00008532291,"about_ca_system_score_gemma":0.000043565164,"threshold_uncertainty_score":0.39091346},"labels":[],"label_agreement":null},{"id":"W3107015885","doi":"10.1108/tldr-10-2020-0030","title":"Commentary on “Video-modelling as an effective solution for coaching carers of autistic adults”: building skills; that should be our priority","year":2020,"lang":"en","type":"article","venue":"Tizard Learning Disability Review","topic":"Autism Spectrum Disorder Research","field":"Neuroscience","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":"Coaching; Challenging behaviour; Originality; Psychology; Service (business); Autism; Learning disability; Intellectual disability; Quality (philosophy); Medical education; Value (mathematics); Applied psychology; Developmental psychology; Medicine; Psychiatry; Computer science; Social psychology; Marketing; Business; Psychotherapist","score_opus":0.08678029502320089,"score_gpt":0.38541126442321844,"score_spread":0.29863096940001754,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3107015885","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.75306875,0.005946326,0.07124228,0.15612574,0.0003231775,0.0120826075,0.00018174999,0.0007041564,0.00032521342],"genre_scores_gemma":[0.99090165,0.002029762,0.00087307795,0.005782726,0.000082991464,0.0002138414,0.000044581837,0.00006495958,0.0000064330106],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99445057,0.002250221,0.0005995651,0.0012129722,0.0008317861,0.00065487844],"domain_scores_gemma":[0.9972274,0.0015406642,0.0003458928,0.0005724023,0.00003978504,0.00027386507],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0019256186,0.00038106885,0.0008672703,0.000046918598,0.0005512197,0.00006106884,0.00059746014,0.00011537788,0.000047075326],"category_scores_gemma":[0.0063861054,0.00036853412,0.00033906885,0.000464731,0.0002588755,0.000352366,0.00025437,0.001167853,0.000025021685],"study_design_candidate":"simulation_or_modeling","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":[0.005015865,0.006405769,0.13966066,0.12610942,0.00031612007,0.000052107323,0.025960693,0.07527094,0.014044794,0.031538885,0.0033610258,0.5722637],"study_design_scores_gemma":[0.0069662994,0.014012542,0.0086308615,0.026722107,0.0011443759,0.000040464995,0.0023865956,0.85900974,0.023845267,0.007614213,0.045888796,0.0037387505],"about_ca_topic_score_codex":0.00043023215,"about_ca_topic_score_gemma":0.00002312021,"teacher_disagreement_score":0.7837388,"about_ca_system_score_codex":0.00039624807,"about_ca_system_score_gemma":0.00006399592,"threshold_uncertainty_score":0.9998767},"labels":[],"label_agreement":null},{"id":"W4235082487","doi":"10.1108/13595474200700011","title":"Editorial","year":2007,"lang":"en","type":"editorial","venue":"Tizard Learning Disability Review","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Learning Partnership","funders":"","keywords":"Psychology; Psychoanalysis","score_opus":0.017277900816265075,"score_gpt":0.34523838008705615,"score_spread":0.3279604792707911,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4235082487","genre_codex":"editorial","genre_gemma":"editorial","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"editorial","genre_consensus":"editorial","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0000044398776,0.07452415,0.000009501734,0.00008880562,0.9114335,0.0019076308,0.00029997807,0.0014477597,0.010284208],"genre_scores_gemma":[0.0000032407213,0.036515422,0.00010749168,0.00006059959,0.9538146,0.00020475392,0.004231219,0.000651152,0.0044115013],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.98399967,0.0028674155,0.002453657,0.002352947,0.0067094467,0.0016168398],"domain_scores_gemma":[0.98639584,0.006482476,0.0016752306,0.0028369382,0.0019563388,0.00065315235],"candidate_categories":["metaresearch","metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"category_scores_codex":[0.019756166,0.0015318297,0.003597099,0.000113433925,0.00039989868,0.0001950296,0.0017364313,0.0028750754,0.007198234],"category_scores_gemma":[0.09999446,0.0014492979,0.0015351074,0.0013448298,0.0011199636,0.00028806552,0.0005817046,0.011713439,0.080682665],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00010655522,0.00025203885,0.00013726475,0.022377044,0.0001304672,0.0000048819506,0.000035587484,0.0000060360353,0.0000018899858,0.0000061269975,0.96498966,0.011952433],"study_design_scores_gemma":[0.00048331972,0.00019607203,0.000015898157,0.015111807,0.0009845184,0.0000018463493,0.000011303338,0.00000210134,6.870651e-7,0.00003398339,0.98180574,0.0013527274],"about_ca_topic_score_codex":0.00024034509,"about_ca_topic_score_gemma":0.000052906595,"teacher_disagreement_score":0.08023829,"about_ca_system_score_codex":0.0021615152,"about_ca_system_score_gemma":0.0010847228,"threshold_uncertainty_score":0.99974304},"labels":[],"label_agreement":null}]}