{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":10,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":10,"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":"a50361dd53bd","filters":{"venue":"Productivity Press eBooks"}},"results":[{"id":"W2890038539","doi":"10.1201/9781315380421","title":"Lean Daily Management for Healthcare Field Book","year":2016,"lang":"en","type":"book","venue":"Productivity Press eBooks","topic":"Quality and Supply Management","field":"Business, Management and Accounting","cited_by":7,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Health care; Field (mathematics); Computer science; Medicine; Business; Operations management; Engineering; Political science; Mathematics","authors":[{"name":"Gerard A. Berlanga","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04549836643732459,"gpt":0.2638516122055269,"spread":0.2183532457682024,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003883363,0.0008519532,0.000506146,0.001258577,0.001080696,0.004119226,0.0006015584,0.001316483,0.1453588],"category_scores_gemma":[0.001571614,0.0004686509,0.0004492581,0.001427885,0.0004815691,0.003253795,0.001772885,0.002603743,0.08656976],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001067948,"about_ca_system_score_gemma":0.002418817,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001499835,"about_ca_topic_score_gemma":0.004703466,"domain_scores_codex":[0.9994096,0.00005164968,0.00002906478,0.00005217336,0.0004217686,0.00003578631],"domain_scores_gemma":[0.9993415,0.000184826,0.00004443368,0.00005236302,0.0002680151,0.0001088064],"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":[0.00000763458,0.00003377964,0.00005049743,0.00009742494,0.000002010958,0.00004169021,0.0001057177,0.0002247623,0.0002587482,0.01450397,0.8539443,0.1307294],"study_design_scores_gemma":[0.000001960946,0.000007019773,0.00008839655,0.00009617443,7.368438e-7,0.00007443622,0.00003956597,0.0001463043,0.00005719057,0.004189598,0.995294,0.000004548787],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0007741837,0.02064672,0.0178055,0.01120696,0.01025808,0.0002033604,0.001222156,0.002642881,0.9352401],"genre_scores_gemma":[0.002608176,0.006351957,0.008076124,0.002765503,0.0008851782,0.00008442688,0.0007426353,0.0004907214,0.9779953],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1453588,"threshold_uncertainty_score":0.4862737,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4246756959","doi":"10.4324/9781315102252","title":"Courageous Leadership","year":2017,"lang":"en","type":"book","venue":"Productivity Press eBooks","topic":"Leadership, Courage, and Heroism Studies","field":"Psychology","cited_by":3,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Psychology","authors":[{"name":"Sumeet Kumar","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.2794256359628683,"gpt":0.3427235644699458,"spread":0.0632979285070775,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002126805,0.001224374,0.0005068301,0.001233091,0.006124316,0.01156818,0.00122299,0.002273282,0.04203301],"category_scores_gemma":[0.007882887,0.0004669631,0.0006574707,0.0007786189,0.006905947,0.006237998,0.007212358,0.005329993,0.02158562],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003654252,"about_ca_system_score_gemma":0.004397006,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002109515,"about_ca_topic_score_gemma":0.00469658,"domain_scores_codex":[0.9946773,0.001828085,0.0001607024,0.0006427758,0.001876405,0.0008147722],"domain_scores_gemma":[0.9947863,0.0009436107,0.0004675343,0.0004236593,0.001336255,0.002042647],"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":[0.00004445869,0.0001029005,0.001002605,0.0003944585,0.00002967633,0.0007873334,0.02221768,0.0004057749,0.001371094,0.424046,0.4307943,0.1188037],"study_design_scores_gemma":[0.00000869156,0.00004203964,0.0003714983,0.0002158838,0.00000446689,0.000372769,0.002686378,0.000156682,0.0002025547,0.02384282,0.9720743,0.00002189019],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.008367466,0.006358972,0.02406427,0.03224811,0.007145448,0.0003397431,0.0001519224,0.001235355,0.9200887],"genre_scores_gemma":[0.1614429,0.005686004,0.01790995,0.01743557,0.002232602,0.0003207898,0.0002179625,0.0007134228,0.7940408],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.04203301,"threshold_uncertainty_score":0.1406144,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4220961179","doi":"10.4324/9781003281016-2","title":"Canadian Health Outcomes for Better Information and Care: Making the Value of Nursing Visible through the Use of Standardized Data","year":2022,"lang":"en","type":"book-chapter","venue":"Productivity Press eBooks","topic":"Nursing Diagnosis and Documentation","field":"Nursing","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Value (mathematics); Nursing; Health care; Medicine; Psychology; Political science; Computer science","authors":[{"name":"Peggy White","is_ca":false},{"name":"Lynn Nagle","is_ca":false},{"name":"Kathryn J. Hannah","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1260944284482916,"gpt":0.3610994780358985,"spread":0.235005049587607,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.002709057,0.0009613983,0.0005966287,0.005431642,0.004483168,0.008775383,0.001794987,0.002199184,0.01783833],"category_scores_gemma":[0.004902871,0.0005022335,0.0005751805,0.01247779,0.005615407,0.004514908,0.002537067,0.003914686,0.006816552],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0506441,"about_ca_system_score_gemma":0.08788817,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8666142,"about_ca_topic_score_gemma":0.9447362,"domain_scores_codex":[0.9971399,0.0002778232,0.0001010203,0.0001809341,0.002069362,0.00023092],"domain_scores_gemma":[0.9971411,0.000672016,0.00007401308,0.0001634166,0.001622686,0.0003267476],"domain_codex":null,"domain_gemma":"reporting","domain_candidate":"reporting","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000003503632,0.000005270716,0.00009606527,0.0003289346,0.000003514343,0.00005285553,0.001285874,0.0001136009,0.0001366361,0.09259999,0.8015708,0.103803],"study_design_scores_gemma":[7.234737e-7,0.000001413555,0.0002259529,0.0002198647,0.000001649354,0.00004293359,0.0002488603,0.00004391284,0.00003736511,0.004794445,0.9943755,0.000007478568],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.0008498399,0.1142739,0.01635051,0.08968323,0.01459725,0.0002757879,0.003410647,0.0007983351,0.7597606],"genre_scores_gemma":[0.01355325,0.1728445,0.04520556,0.02556354,0.003619632,0.0002213191,0.004304051,0.001005144,0.733683],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.997291,"threshold_uncertainty_score":0.3674504,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4319936793","doi":"10.4324/9781003348603-9","title":"Humility as a Core Value for the Adoption of Technology in Medicine: Building a Foundation for Communication and Collaboration","year":2023,"lang":"en","type":"book-chapter","venue":"Productivity Press eBooks","topic":"Innovations in Medical Education","field":"Medicine","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":"Humility; Foundation (evidence); Core (optical fiber); Cultural humility; Value (mathematics); Engineering ethics; Knowledge management; Psychology; Engineering; Sociology; Computer science; Political science; Pedagogy; Telecommunications; Cultural competence","authors":[{"name":"Brian D. McBeth","is_ca":false},{"name":"Brittany Partridge","is_ca":false},{"name":"Arthur W. Douville","is_ca":false},{"name":"Felix Ankel","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0851048926280131,"gpt":0.3868117143239704,"spread":0.3017068216959573,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001712505,0.0004051423,0.0003000806,0.001071949,0.001771697,0.007157223,0.0007296139,0.00163786,0.004032761],"category_scores_gemma":[0.002443759,0.0001650401,0.0002547855,0.0009984144,0.01770069,0.005789014,0.004016612,0.003299065,0.001705204],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001996096,"about_ca_system_score_gemma":0.002919252,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006995651,"about_ca_topic_score_gemma":0.0009025628,"domain_scores_codex":[0.9986989,0.0006586045,0.00003589057,0.00009975907,0.0004065226,0.000100228],"domain_scores_gemma":[0.9981723,0.001055183,0.0001172213,0.000171379,0.0002178834,0.0002660153],"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":[0.0000157263,0.00002316589,0.0002695296,0.0001871987,0.000007075094,0.0001429919,0.01174334,0.0002567248,0.0005750179,0.874999,0.02259734,0.08918294],"study_design_scores_gemma":[0.00000918536,0.00005778194,0.001084463,0.000856855,0.000008833576,0.0006020787,0.00384355,0.0007033122,0.0006421275,0.446462,0.5457044,0.00002541219],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.009649618,0.02921933,0.0321313,0.02346482,0.001667515,0.00009378399,0.00003025415,0.0001957167,0.9035478],"genre_scores_gemma":[0.6385603,0.04056986,0.05130299,0.008899703,0.003012338,0.0004048739,0.0001059959,0.0003042243,0.2568397],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.007157223,"threshold_uncertainty_score":0.0144828,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4400915610","doi":"10.4324/9781032644288-24","title":"Oh, Canada","year":2024,"lang":"en","type":"book-chapter","venue":"Productivity Press eBooks","topic":"","field":"","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":"Political science","authors":[{"name":"Angela Montgomery","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03670968269917,"gpt":0.229747407716322,"spread":0.193037725017152,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003319258,0.001638532,0.0008455262,0.002102881,0.007921226,0.005741769,0.001208662,0.001977571,0.7078524],"category_scores_gemma":[0.001323668,0.000981695,0.0006560792,0.004377756,0.0009530908,0.002002689,0.001560258,0.002306657,0.3926384],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008241689,"about_ca_system_score_gemma":0.01866996,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.7131554,"about_ca_topic_score_gemma":0.9221879,"domain_scores_codex":[0.9994255,0.0000196381,0.00001293907,0.0001197071,0.0002968676,0.0001252731],"domain_scores_gemma":[0.9992129,0.00007934739,0.00002005927,0.00005480996,0.0004896045,0.0001433992],"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":[0.00004028937,0.00002451732,0.0003723716,0.0001221831,0.000004929655,0.00009594846,0.000110095,0.0001246534,0.0001874101,0.007930261,0.9029253,0.088062],"study_design_scores_gemma":[0.000006867422,0.000003572536,0.0005049491,0.00006657196,0.000003304815,0.00002279942,0.000153019,0.00004517813,0.00006547839,0.0004911744,0.9986321,0.000005030905],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0004249902,0.002341336,0.0002082921,0.0008074036,0.0004778337,0.00004049654,0.002824056,0.0001956162,0.99268],"genre_scores_gemma":[0.000471808,0.0005251719,0.0001039809,0.00008998305,0.00001014935,0.000007871507,0.0003669385,0.00007149923,0.9983526],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7078524,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3081771491","doi":"10.1201/b21925-7","title":"Healthcare Education and Training to Support a Responsive Healthcare System: Canadian Perspectives","year":2017,"lang":"en","type":"book-chapter","venue":"Productivity Press eBooks","topic":"Primary Care and Health Outcomes","field":"Health Professions","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":"Health care; Training (meteorology); Healthcare system; Nursing; Medical education; Psychology; Medicine; Political science; Geography","authors":[{"name":"Steve Slade","is_ca":false},{"name":"Horsley Tanya","is_ca":false},{"name":"Andrew Padmos","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1423172044193231,"gpt":0.4205499800944719,"spread":0.2782327756751487,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003086258,0.0007192663,0.0004598995,0.003503735,0.0116481,0.01133765,0.002096569,0.003672827,0.01134289],"category_scores_gemma":[0.003235463,0.0003565902,0.0004201004,0.00755831,0.01069433,0.003833478,0.002794593,0.004806844,0.001274333],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.1773603,"about_ca_system_score_gemma":0.3068235,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9836383,"about_ca_topic_score_gemma":0.9936504,"domain_scores_codex":[0.9962632,0.0004122317,0.00008252099,0.0001918531,0.001855167,0.001194946],"domain_scores_gemma":[0.9972006,0.0004029644,0.00008641522,0.00005667773,0.001160721,0.001092597],"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":[0.00001471493,0.00003989587,0.0005590792,0.0005947918,0.000006013067,0.0003163794,0.01186084,0.0004680169,0.0001895527,0.5316273,0.3589711,0.09535231],"study_design_scores_gemma":[0.000005633548,0.000006000423,0.001235928,0.0006793948,0.000007191778,0.00009772336,0.004414384,0.0001625657,0.00006443671,0.01290232,0.9804049,0.00001950719],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"review","genre_scores_codex":[0.004412449,0.1108213,0.001521174,0.2419148,0.003806164,0.00006160962,0.000325091,0.0001151338,0.6370224],"genre_scores_gemma":[0.2657682,0.3086921,0.01254748,0.05141357,0.00217608,0.000130531,0.0005670533,0.0002309207,0.358474],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.8226397,"threshold_uncertainty_score":0.9541454,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4249012962","doi":"10.1201/ebk1439829554-2","title":"The Current U.S. Healthcare “Mess”","year":2010,"lang":"en","type":"book-chapter","venue":"Productivity Press eBooks","topic":"Healthcare Policy and Management","field":"Economics, Econometrics and Finance","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":"Health care; Current (fluid); Business; Political science; Engineering; Electrical engineering; Law","authors":[{"name":"William Roth","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1084271299205849,"gpt":0.2863403639124008,"spread":0.1779132339918159,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002437513,0.00050874,0.0001737215,0.0008698762,0.001161623,0.003173742,0.0003436497,0.001275258,0.05536934],"category_scores_gemma":[0.0005936468,0.000217143,0.0001599986,0.002039015,0.001610177,0.003582287,0.0008620417,0.001581382,0.01951568],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002701648,"about_ca_system_score_gemma":0.00310702,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02169156,"about_ca_topic_score_gemma":0.05543797,"domain_scores_codex":[0.9998037,0.0000248419,0.000007389915,0.00004402654,0.00008788577,0.00003222526],"domain_scores_gemma":[0.9998407,0.00003921934,0.00001316356,0.00001908539,0.00005159919,0.00003615689],"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":[0.000003539811,0.000006045901,0.000190806,0.00005181549,0.000001016727,0.00001376586,0.0003135691,0.00004012267,0.00006768535,0.1125664,0.8242041,0.06254114],"study_design_scores_gemma":[4.590931e-7,0.000002696776,0.0003082398,0.00007088373,6.637954e-7,0.00002976558,0.0002011711,0.00002000935,0.00001959419,0.005628557,0.9937165,0.00000143299],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0009484332,0.01874487,0.0007759231,0.02537207,0.002373134,0.0000155065,0.0006024651,0.0002367136,0.9509308],"genre_scores_gemma":[0.02912502,0.03150223,0.002024649,0.01641788,0.001153157,0.00004257058,0.0008779772,0.0001881859,0.9186683],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.05536934,"threshold_uncertainty_score":0.1852289,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4250546941","doi":"10.1201/b18483-11","title":"Odyssey Reflections","year":2015,"lang":"en","type":"book-chapter","venue":"Productivity Press eBooks","topic":"Caribbean history, culture, and politics","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":"Geology","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.1935424657855872,"gpt":0.3598575215229295,"spread":0.1663150557373423,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001422345,0.000436535,0.0002453217,0.0006945629,0.007076613,0.005471752,0.0008676072,0.002540172,0.0733365],"category_scores_gemma":[0.003370463,0.0002495195,0.0002981702,0.0009391629,0.003112409,0.004831833,0.006153762,0.007523117,0.01104517],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006151251,"about_ca_system_score_gemma":0.004378716,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02494562,"about_ca_topic_score_gemma":0.06292596,"domain_scores_codex":[0.9989902,0.0002210231,0.00002015205,0.0001044663,0.0004242791,0.0002398588],"domain_scores_gemma":[0.9988701,0.0002603759,0.00003380904,0.00007528198,0.0002994397,0.0004609816],"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":[0.00002006609,0.00003035683,0.0001013822,0.0000984851,0.000001628268,0.0002316442,0.008432691,0.00003250991,0.0001853362,0.0737706,0.8874289,0.02966644],"study_design_scores_gemma":[8.47189e-7,0.000002119026,0.00005577571,0.00003796293,3.445361e-7,0.00004275771,0.001622636,0.000003655982,0.00003392635,0.000903057,0.9972956,0.000001399192],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.007620272,0.02908401,0.0008067442,0.1540737,0.02150974,0.00004117027,0.0002967487,0.0002536,0.7863141],"genre_scores_gemma":[0.02815264,0.008590766,0.000368409,0.02480271,0.001605876,0.00002209012,0.00007968003,0.0001513914,0.9362264],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.0733365,"threshold_uncertainty_score":0.2453351,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2487738095","doi":"10.1201/b11902-12","title":"Hoshin Kanri","year":2012,"lang":"en","type":"book-chapter","venue":"Productivity Press eBooks","topic":"Quality and Supply 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":"Process management; Business; Computer science","authors":[{"name":"Alistair Norval","is_ca":false},{"name":"Darril Wilburn","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.06359120855380994,"gpt":0.2353851941783011,"spread":0.1717939856244912,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003767936,0.001006194,0.0004443658,0.001715915,0.002537426,0.003202171,0.0005708897,0.001119549,0.06442875],"category_scores_gemma":[0.001045037,0.0004049749,0.0003381544,0.001455744,0.001099379,0.005746069,0.002030374,0.003762195,0.03839939],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009627494,"about_ca_system_score_gemma":0.001243902,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001435881,"about_ca_topic_score_gemma":0.003546431,"domain_scores_codex":[0.9995265,0.00006065845,0.00002525237,0.0001118251,0.0002221153,0.00005369354],"domain_scores_gemma":[0.9995404,0.0001378884,0.00002904343,0.00003978089,0.0001885412,0.00006434085],"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":[0.00005722156,0.00006541242,0.000313108,0.0005634523,0.000009058265,0.0004449606,0.003812412,0.0002469028,0.002232723,0.1094369,0.566683,0.3161349],"study_design_scores_gemma":[0.000001656112,0.00001584367,0.0001726655,0.0001290693,0.000003211232,0.0003784879,0.0002658108,0.00006327195,0.0002394549,0.003390371,0.9953317,0.000008523151],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.003346849,0.06797867,0.006419561,0.01008116,0.01017995,0.00007288589,0.0001924148,0.0006830537,0.9010454],"genre_scores_gemma":[0.01512052,0.02137976,0.004137896,0.004986872,0.001540957,0.00005740697,0.0001897988,0.0003837683,0.952203],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.06442875,"threshold_uncertainty_score":0.2155356,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3130673139","doi":"10.4324/9781003028208-7","title":"Identifying Market Opportunities","year":2021,"lang":"en","type":"book-chapter","venue":"Productivity Press eBooks","topic":"Consumer Market Behavior and Pricing","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":"Business","authors":[{"name":"Sarita D. Jackson","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1398433214438788,"gpt":0.2598969392993803,"spread":0.1200536178555015,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001183627,0.0006361927,0.0004126268,0.005022784,0.002279424,0.007640666,0.001088899,0.001802435,0.05814692],"category_scores_gemma":[0.005260109,0.0003150189,0.0005230403,0.003198146,0.00225175,0.01328837,0.003909359,0.001759859,0.008185862],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002262779,"about_ca_system_score_gemma":0.001713677,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001415428,"about_ca_topic_score_gemma":0.002155299,"domain_scores_codex":[0.9992045,0.0001797453,0.00003292092,0.0001385087,0.0002920112,0.0001523626],"domain_scores_gemma":[0.9980111,0.001143716,0.0002139664,0.0001524536,0.0003093388,0.000169601],"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":[0.0000169479,0.00003087144,0.001449101,0.00008931365,0.000003499927,0.0002349226,0.00197641,0.000286191,0.0002060554,0.8910761,0.01891562,0.08571497],"study_design_scores_gemma":[0.000008064907,0.00002696026,0.002376256,0.0004262684,0.000009329573,0.0005043297,0.00599719,0.001634404,0.000657119,0.4925985,0.4957313,0.00003022047],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01892699,0.003362194,0.02632266,0.004656604,0.0003302038,0.000175444,0.0005871437,0.0001644371,0.9454744],"genre_scores_gemma":[0.5537256,0.01121766,0.06345586,0.001818135,0.0006794715,0.0004871874,0.002145245,0.0002827518,0.366188],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.05814692,"threshold_uncertainty_score":0.1945208,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}