{"meta":{"query_hash":"86dc94a157af","filters":{"venue":"The military and society"},"cohort_total":11,"direct_labels_cover":0,"predictions_cover":11,"exported":11,"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/86dc94a157af","api":"https://metacan.xera.ac/api/v1/cohort?venue=%C2%98The+%C2%9Cmilitary+and+society"},"results":[{"id":"W4394716266","doi":"10.1007/978-3-031-51556-9_8","title":"Canada’s Military and the Post-heroic Condition","year":2024,"lang":"en","type":"book-chapter","venue":"The military and society","topic":"Defense, Military, and Policy Studies","field":"Economics, Econometrics and Finance","cited_by":2,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Royal Military College of Canada; Canadian Forces College","funders":"","keywords":"Political science; History; Aeronautics; Engineering","score_opus":0.015566601833557906,"score_gpt":0.19771411862763633,"score_spread":0.18214751679407842,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4394716266","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.07537426,0.019554628,0.0005497168,0.109349504,0.0015727669,0.000052952513,0.0033914747,0.00004548739,0.7901092],"genre_scores_gemma":[0.7092567,0.01926473,0.000585729,0.010510276,0.0006246457,0.000046346187,0.0011555351,0.000070110575,0.25848597],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9979183,0.00010558446,0.000031796735,0.000101317295,0.00070963806,0.0011334216],"domain_scores_gemma":[0.9975145,0.00027075765,0.000137707,0.000057748326,0.001086779,0.00093259715],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00077537546,0.0002912059,0.00031499664,0.0019564638,0.00799638,0.006106663,0.0009945788,0.0023637377,0.022923512],"category_scores_gemma":[0.004264505,0.00022745656,0.00030368453,0.0042013936,0.0045466814,0.0012833495,0.0013493109,0.0032035017,0.0009002249],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000060071994,0.000039131035,0.011147713,0.00007712573,0.00002639391,0.0004857429,0.00271053,0.0008275094,0.000121375844,0.69909203,0.23945796,0.045954324],"study_design_scores_gemma":[0.000023897594,0.000020131929,0.060114413,0.0003497928,0.000023913552,0.00024569043,0.0066615683,0.00061515084,0.0001367357,0.025889596,0.9058589,0.000060258088],"about_ca_topic_score_codex":0.9951468,"about_ca_topic_score_gemma":0.9979328,"teacher_disagreement_score":0.10497148,"about_ca_system_score_codex":0.10497148,"about_ca_system_score_gemma":0.2101678,"threshold_uncertainty_score":0.761625},"labels":[],"label_agreement":null},{"id":"W4394716291","doi":"10.1007/978-3-031-51556-9_16","title":"Heroism in the Context of a Global Pandemic: Canadian Armed Forces Domestic Deployment in Response to COVID-19","year":2024,"lang":"en","type":"book-chapter","venue":"The military and society","topic":"Leadership, Courage, and Heroism Studies","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Department of National Defence","funders":"","keywords":"Pandemic; Coronavirus disease 2019 (COVID-19); Software deployment; Context (archaeology); Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Virology; Political science; Medicine; Computer science; Geography; Infectious disease (medical specialty)","score_opus":0.05107297759666816,"score_gpt":0.3312744069325855,"score_spread":0.2802014293359173,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4394716291","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.13649763,0.024901178,0.00046858707,0.08979227,0.0023491147,0.00010260913,0.0003463514,0.0000323301,0.7455099],"genre_scores_gemma":[0.810602,0.019088676,0.0004439032,0.005977525,0.00031712957,0.00006317316,0.00015037063,0.0000616444,0.16329557],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.99877757,0.00028680105,0.000009911386,0.000048464095,0.00024631165,0.0006309729],"domain_scores_gemma":[0.9987943,0.00024990353,0.000070440205,0.000018090577,0.00029249245,0.000574629],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0011682893,0.000640205,0.00033656947,0.0012526684,0.02405925,0.009395186,0.0014563341,0.0023585216,0.008229705],"category_scores_gemma":[0.0025272907,0.00022368193,0.0002384694,0.0027915584,0.00983117,0.002591359,0.002743682,0.0044663358,0.00046170535],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00005918059,0.00008074453,0.0067086164,0.00017989268,0.000013752665,0.0009806954,0.35203603,0.0004072047,0.0002251259,0.3268466,0.26714206,0.045320153],"study_design_scores_gemma":[0.000008164962,0.000021154481,0.025656547,0.00037851688,0.000010908903,0.00021137683,0.47440386,0.00019529958,0.00008575634,0.008080331,0.49091366,0.00003427747],"about_ca_topic_score_codex":0.9728177,"about_ca_topic_score_gemma":0.9943251,"teacher_disagreement_score":0.09838392,"about_ca_system_score_codex":0.09838392,"about_ca_system_score_gemma":0.14577663,"threshold_uncertainty_score":0.7138286},"labels":[],"label_agreement":null},{"id":"W4411580297","doi":"10.1007/978-3-031-61125-4_7","title":"Shifting the Spotlight: Institutional and Structural Contributors to Unprofessional Conduct in the Military","year":2025,"lang":"en","type":"book-chapter","venue":"The military and society","topic":"Gender, Security, and Conflict","field":"Social Sciences","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":"Royal Military College of Canada; Canadian Forces College","funders":"","keywords":"Political science; Engineering ethics; Engineering","score_opus":0.03051918098370554,"score_gpt":0.2956593702833991,"score_spread":0.2651401892996936,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4411580297","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.019698987,0.010583324,0.0012783798,0.023211332,0.0009390655,0.000020052212,0.000014241839,0.000019977731,0.94423467],"genre_scores_gemma":[0.70408463,0.011938097,0.0006994596,0.0051351655,0.0017272542,0.00007179953,0.00002503526,0.000103464314,0.2762151],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","domain_scores_codex":[0.9987239,0.00070392503,0.000018122384,0.00006212653,0.00022922753,0.00026266332],"domain_scores_gemma":[0.99841845,0.00094693864,0.00010767446,0.000057415753,0.00018126186,0.00028817626],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0011612384,0.00037635543,0.00019984628,0.0010470215,0.0093014315,0.006918772,0.0008012269,0.0019054062,0.010473513],"category_scores_gemma":[0.002767863,0.00016589256,0.0001390553,0.0015805794,0.017596474,0.0041351146,0.0035574462,0.0036875445,0.0008805131],"study_design_candidate":"qualitative","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":[0.000009557611,0.000032063745,0.00039679458,0.00003355858,0.0000011640744,0.00014516572,0.05310734,0.00007615753,0.000044223292,0.8968179,0.029302672,0.020033315],"study_design_scores_gemma":[0.000009017218,0.00003508302,0.0028654556,0.0005740467,0.0000048021243,0.00042305148,0.14844906,0.0002737011,0.00015967478,0.29987726,0.5473115,0.000017413478],"about_ca_topic_score_codex":0.0080468785,"about_ca_topic_score_gemma":0.028852725,"teacher_disagreement_score":0.010473513,"about_ca_system_score_codex":0.004223831,"about_ca_system_score_gemma":0.006364035,"threshold_uncertainty_score":0.0350374},"labels":[],"label_agreement":null},{"id":"W4411580317","doi":"10.1007/978-3-031-61125-4_15","title":"Future Insights on Fostering Team Diversity and Inclusion in Defence and Security—Culture, Personnel, and Leadership","year":2025,"lang":"en","type":"book-chapter","venue":"The military and society","topic":"Gender Diversity and Inequality","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Government of Canada; Department of National Defence","funders":"","keywords":"Diversity (politics); Inclusion (mineral); Psychology; Team leader; Public relations; Political science; Knowledge management; Social psychology; Management; Computer science; Law","score_opus":0.09206389147112326,"score_gpt":0.24763582700028228,"score_spread":0.15557193552915902,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4411580317","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.040514875,0.07420241,0.004435901,0.1592023,0.0032743379,0.000046326655,0.00004684128,0.00003600142,0.718241],"genre_scores_gemma":[0.72347337,0.065769546,0.0059838635,0.015248373,0.0023492642,0.00020085576,0.00008761343,0.00007235256,0.18681474],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9991461,0.0005206236,0.00001187599,0.00004353359,0.00011888178,0.00015892641],"domain_scores_gemma":[0.99873203,0.0008148179,0.00007307463,0.000039165392,0.00010192676,0.00023902486],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0017397832,0.00031062443,0.00033508774,0.00057278015,0.0033391658,0.0067562503,0.00097420625,0.0013845915,0.010699803],"category_scores_gemma":[0.001447475,0.00013507003,0.0002022615,0.0015319926,0.0068335766,0.0055580917,0.002312404,0.0030407466,0.00069701],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000106784055,0.000085999396,0.00071850664,0.00015041906,0.0000040823656,0.00005253089,0.02348405,0.0001365391,0.00015226737,0.8704884,0.036355156,0.06836134],"study_design_scores_gemma":[0.000011141924,0.00005831924,0.004465404,0.0010023831,0.000008137577,0.00014946678,0.08001678,0.00036357768,0.00021190337,0.5011842,0.4125132,0.000015498652],"about_ca_topic_score_codex":0.004611471,"about_ca_topic_score_gemma":0.017796796,"teacher_disagreement_score":0.010699803,"about_ca_system_score_codex":0.0033869476,"about_ca_system_score_gemma":0.005069831,"threshold_uncertainty_score":0.035794437},"labels":[],"label_agreement":null},{"id":"W4411580323","doi":"10.1007/978-3-031-61125-4_3","title":"The Rebalancing Army Project: Navigating Research into Gender Issues in the New Zealand Army","year":2025,"lang":"en","type":"book-chapter","venue":"The military and society","topic":"Gender, Security, and Conflict","field":"Social Sciences","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":"Simon Fraser University","funders":"","keywords":"Aeronautics; Political science; Operations research; Engineering","score_opus":0.058312136011330756,"score_gpt":0.3687944286360534,"score_spread":0.3104822926247226,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4411580323","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.06468778,0.1824934,0.0027202612,0.11113396,0.0044942778,0.00047092774,0.0006954073,0.00006558565,0.63323843],"genre_scores_gemma":[0.2237594,0.19326867,0.009204261,0.010594157,0.00075190974,0.0009655012,0.0005401461,0.00021032097,0.5607057],"study_design_codex":"design_other","study_design_gemma":"qualitative","domain_scores_codex":[0.9987863,0.00054369983,0.000036317015,0.00008047406,0.0003376962,0.00021564068],"domain_scores_gemma":[0.9980252,0.0013080557,0.00008621024,0.00006464033,0.00024085374,0.00027506964],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005315726,0.00062732527,0.0006907452,0.0017078251,0.0049230475,0.006395804,0.0010555931,0.002211926,0.013273931],"category_scores_gemma":[0.0044014794,0.0004459998,0.00028909938,0.0045815106,0.005975185,0.0062889275,0.0027278557,0.003174991,0.0007491519],"study_design_candidate":"qualitative","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":[0.000083174375,0.00007985281,0.0023551313,0.0014020173,0.000015535546,0.0005963257,0.19160299,0.00028844833,0.0011048832,0.23113729,0.2700644,0.3012699],"study_design_scores_gemma":[0.000015828024,0.000047582776,0.008529793,0.0013266336,0.000018063642,0.00012419108,0.11354233,0.0001447982,0.00026201495,0.01803632,0.8579257,0.000026838183],"about_ca_topic_score_codex":0.43890634,"about_ca_topic_score_gemma":0.7751354,"teacher_disagreement_score":0.43890634,"about_ca_system_score_codex":0.016319325,"about_ca_system_score_gemma":0.03939121,"threshold_uncertainty_score":0.87270325},"labels":[],"label_agreement":null},{"id":"W4411580324","doi":"10.1007/978-3-031-61125-4_4","title":"A Framework for a Gender-Informed, Culturally Competent Mentorship Program for Women in the Canadian Armed Forces","year":2025,"lang":"en","type":"book-chapter","venue":"The military and society","topic":"Mentoring and Academic Development","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Mentorship; Gender studies; Psychology; Political science; Medicine; Medical education; Sociology","score_opus":0.04700302095399976,"score_gpt":0.3219493866758129,"score_spread":0.27494636572181314,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4411580324","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.020278549,0.0056232596,0.020153709,0.18653904,0.0025303978,0.0010888467,0.00022321528,0.00022126603,0.7633417],"genre_scores_gemma":[0.58744645,0.008075724,0.058027472,0.02311105,0.0003510625,0.0019867872,0.00022838649,0.0002166845,0.32055637],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99478585,0.0018466115,0.00006685965,0.00019143769,0.0011001276,0.0020091017],"domain_scores_gemma":[0.9964438,0.00045802104,0.00008707106,0.0000545753,0.00081736856,0.0021391786],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006505157,0.00073589117,0.0003268082,0.0019363251,0.025130106,0.009830668,0.0040712957,0.003921933,0.008625621],"category_scores_gemma":[0.0053888266,0.00030985038,0.00039466968,0.0021435563,0.013888782,0.0028407625,0.0067020855,0.006075866,0.00079282233],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000012614506,0.00012553069,0.0015579497,0.00016401433,0.0000055063156,0.00056701736,0.077256955,0.0007263122,0.00031455408,0.71203125,0.13519414,0.07204424],"study_design_scores_gemma":[0.0000134673355,0.000043364354,0.0056904745,0.0010025216,0.000011276582,0.00028893515,0.1529991,0.00069984386,0.00027912966,0.07276388,0.7661528,0.000055245568],"about_ca_topic_score_codex":0.85964674,"about_ca_topic_score_gemma":0.963535,"teacher_disagreement_score":0.14035326,"about_ca_system_score_codex":0.09583857,"about_ca_system_score_gemma":0.29244712,"threshold_uncertainty_score":0.6953608},"labels":[],"label_agreement":null},{"id":"W4411580334","doi":"10.1007/978-3-031-61125-4_13","title":"‘Strategic Allies’: Cultivating Allyship as a Tool to Help Build a Stronger and More Inclusive Military Culture","year":2025,"lang":"en","type":"book-chapter","venue":"The military and society","topic":"Gender, Security, and Conflict","field":"Social Sciences","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":"Canadian Armed Forces; University of Ottawa","funders":"","keywords":"Political science; Sociology","score_opus":0.02071308996071446,"score_gpt":0.28619906017613844,"score_spread":0.26548597021542397,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4411580334","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.03386955,0.0055808323,0.010131255,0.023514932,0.001531651,0.000037850743,0.000020211875,0.00008976723,0.9252239],"genre_scores_gemma":[0.6375293,0.006397407,0.013818965,0.007768144,0.00048918155,0.000108137225,0.00006658845,0.00021380892,0.33360848],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","domain_scores_codex":[0.99915946,0.0005014048,0.000012312386,0.000061385945,0.00013428832,0.0001312749],"domain_scores_gemma":[0.9994398,0.00020159587,0.000040836712,0.000048788388,0.000047494956,0.00022139051],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0012509926,0.00047745588,0.00020383121,0.0005777029,0.004142182,0.00529047,0.00069996924,0.001201089,0.009217693],"category_scores_gemma":[0.0013348401,0.00019146653,0.00019818268,0.00074117346,0.008185505,0.0052207126,0.0042117103,0.0043503926,0.0019340826],"study_design_candidate":"qualitative","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":[0.00001735316,0.00007793265,0.00055314467,0.00012090975,0.000007775786,0.000118570584,0.07556011,0.00011739032,0.0010576157,0.773813,0.049297556,0.09925863],"study_design_scores_gemma":[0.000009014482,0.00007591466,0.001530316,0.0002675247,0.000008872154,0.00030650382,0.03429094,0.00035302032,0.00072129484,0.1957543,0.7666639,0.000018434705],"about_ca_topic_score_codex":0.0014418234,"about_ca_topic_score_gemma":0.0070224246,"teacher_disagreement_score":0.009217693,"about_ca_system_score_codex":0.0011715853,"about_ca_system_score_gemma":0.0027766926,"threshold_uncertainty_score":0.030836225},"labels":[],"label_agreement":null},{"id":"W4411580380","doi":"10.1007/978-3-031-61125-4_1","title":"Team Diversity and Inclusion in Defence and Security: International Perspectives—An Introduction","year":2025,"lang":"en","type":"book-chapter","venue":"The military and society","topic":"Gender Diversity and Inequality","field":"Social Sciences","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":"Government of Canada; Department of National Defence","funders":"","keywords":"Diversity (politics); Inclusion (mineral); Political science; Engineering ethics; Sociology; Social science; Engineering; Law","score_opus":0.025223652351483113,"score_gpt":0.25274303309218826,"score_spread":0.22751938074070516,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4411580380","genre_codex":"review","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.006744874,0.5850177,0.0044245757,0.039280165,0.010548298,0.00007814794,0.00014593081,0.000028105556,0.35373214],"genre_scores_gemma":[0.100947656,0.6577016,0.005077803,0.011293395,0.014004312,0.0003419334,0.00032080614,0.00008640764,0.21022606],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99952745,0.00017298156,0.000029006957,0.00005415266,0.00012568869,0.00009074132],"domain_scores_gemma":[0.9995425,0.00031366787,0.000021536758,0.00001236246,0.000055288376,0.00005471015],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00083025865,0.00093394396,0.0007977696,0.0027821155,0.0033786702,0.0064421636,0.0011975978,0.0030453932,0.012124543],"category_scores_gemma":[0.0007529871,0.00033963902,0.00047305526,0.006645638,0.004619908,0.0076800995,0.0043957573,0.0037405286,0.0014553949],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000014837604,0.00011545552,0.00045714303,0.0009391428,0.000007528846,0.00020164816,0.014038182,0.0005061927,0.00023077663,0.74998426,0.11169817,0.12180673],"study_design_scores_gemma":[0.000005424225,0.000043433276,0.0016578767,0.0025458816,0.0000058144515,0.00033163288,0.013209227,0.00027656002,0.00008014234,0.11927025,0.86255413,0.00001958102],"about_ca_topic_score_codex":0.006550116,"about_ca_topic_score_gemma":0.014609944,"teacher_disagreement_score":0.012124543,"about_ca_system_score_codex":0.0031575914,"about_ca_system_score_gemma":0.003066628,"threshold_uncertainty_score":0.040560603},"labels":[],"label_agreement":null},{"id":"W4412633327","doi":"10.1007/978-3-031-86741-5_21","title":"Philippines","year":2025,"lang":"en","type":"book-chapter","venue":"The military and society","topic":"Social Policy and Reform Studies","field":"Social Sciences","cited_by":0,"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":"Ministère de la Défense Nationale","keywords":"Geography","score_opus":0.02269083327745907,"score_gpt":0.2855654632938227,"score_spread":0.26287463001636363,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4412633327","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0019741014,0.01430308,0.00091499597,0.00458804,0.0016853893,0.000053654705,0.0008923445,0.0003322446,0.97525615],"genre_scores_gemma":[0.014344303,0.008570041,0.0009266856,0.0012906672,0.00039053263,0.00006897972,0.00045651206,0.00022138402,0.9737309],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99984074,0.000034994362,0.0000073551246,0.000036559442,0.000055366138,0.00002490704],"domain_scores_gemma":[0.9998221,0.000029311315,0.000014151389,0.000017856308,0.000081244485,0.00003529573],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00020227616,0.0009132187,0.00024872168,0.0011130642,0.0017770412,0.0028291135,0.00069108495,0.00077168766,0.1798128],"category_scores_gemma":[0.00039594,0.00023492923,0.00022697108,0.0018368949,0.00077232363,0.0021372368,0.001456803,0.002068663,0.05151169],"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":[0.000043258886,0.000043120985,0.0003542207,0.0008677899,0.0000071535783,0.00065672386,0.0037699463,0.00034992816,0.00077766005,0.13961393,0.6600788,0.19343743],"study_design_scores_gemma":[0.0000015413847,0.000004883454,0.00015907064,0.0000706071,0.000001014233,0.00009541523,0.00026491392,0.000035805082,0.00010895264,0.001099326,0.9981558,0.0000026904897],"about_ca_topic_score_codex":0.013732702,"about_ca_topic_score_gemma":0.024390565,"teacher_disagreement_score":0.8201872,"about_ca_system_score_codex":0.0028965245,"about_ca_system_score_gemma":0.0018817264,"threshold_uncertainty_score":0.6015338},"labels":[],"label_agreement":null},{"id":"W4412633375","doi":"10.1007/978-3-031-86741-5_1","title":"Overview of Military Operations in Response to Domestic Emergencies, Global Pandemics, and Civil-Military Relations","year":2025,"lang":"en","type":"book-chapter","venue":"The military and society","topic":"Global Security and Public Health","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":"Royal Military College of Canada","funders":"","keywords":"Emergency response; Political science; Pandemic; Aeronautics; Civil–military relations; Disaster response; Operations research; Computer security; Engineering; Law; Emergency management; Medical emergency; Coronavirus disease 2019 (COVID-19); Medicine; Computer science","score_opus":0.03049721842479399,"score_gpt":0.3206956989506223,"score_spread":0.2901984805258283,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4412633375","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.013454417,0.66270643,0.0024397653,0.012929353,0.0052440534,0.00008532233,0.0005125021,0.00015179657,0.30247635],"genre_scores_gemma":[0.08497883,0.7909228,0.002773899,0.003757558,0.0055704354,0.00013101875,0.0011569717,0.00013621457,0.110572234],"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99958783,0.0001546791,0.000028822102,0.00004352157,0.00011369224,0.00007141585],"domain_scores_gemma":[0.99957854,0.00025962075,0.000048374448,0.000011542414,0.000047356487,0.000054631728],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000456792,0.00076502975,0.0004948961,0.0031334995,0.0011386403,0.0031744777,0.00044536617,0.0009847366,0.00830639],"category_scores_gemma":[0.0005558536,0.00029358998,0.00033315615,0.0065932125,0.0012538484,0.0031542687,0.0011166071,0.0014465358,0.0016288093],"study_design_candidate":"theoretical_or_conceptual","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":[0.00007342997,0.00021067182,0.0056063626,0.003308273,0.000045919583,0.00048580024,0.015988601,0.0015885602,0.0008486723,0.17156476,0.41375688,0.3865221],"study_design_scores_gemma":[0.000002570788,0.0000490469,0.010246116,0.0016305393,0.000008441179,0.00034848234,0.0035614215,0.00017559028,0.00006143388,0.004811979,0.97909373,0.000010596034],"about_ca_topic_score_codex":0.0042450023,"about_ca_topic_score_gemma":0.008710578,"teacher_disagreement_score":0.00830639,"about_ca_system_score_codex":0.001784089,"about_ca_system_score_gemma":0.0013873634,"threshold_uncertainty_score":0.027787626},"labels":[],"label_agreement":null},{"id":"W4412633714","doi":"10.1007/978-3-031-86741-5_4","title":"Canada","year":2025,"lang":"en","type":"book-chapter","venue":"The military and society","topic":"Gender, Security, and Conflict","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":true,"ca_institutions":"Royal Military College of Canada","funders":"","keywords":"Environmental science","score_opus":0.016077377508400895,"score_gpt":0.23550373164396618,"score_spread":0.21942635413556527,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4412633714","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00046495302,0.004189862,0.00028525223,0.002546846,0.00083263125,0.000023271516,0.0013480183,0.00012981964,0.9901793],"genre_scores_gemma":[0.002882378,0.0021990978,0.0002693606,0.00064512657,0.0000601686,0.000010250071,0.0004963089,0.00006980592,0.9933675],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99952626,0.000020994568,0.000010465292,0.000088170855,0.00026226585,0.000091822665],"domain_scores_gemma":[0.99954945,0.00003365177,0.000009538879,0.000024345214,0.00030679457,0.000076208824],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00021059712,0.00060108013,0.00039186262,0.001365582,0.0059121395,0.004664525,0.00085737894,0.0013285524,0.40038818],"category_scores_gemma":[0.0006271854,0.00028361095,0.00030303668,0.002268588,0.0009594991,0.0015979785,0.0012133815,0.001612745,0.11465408],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000016618877,0.000015100493,0.00028188294,0.00017665236,0.0000024692804,0.0001735435,0.00063195016,0.00011720165,0.0002829232,0.08467316,0.8157134,0.09791505],"study_design_scores_gemma":[7.008153e-7,0.0000010901932,0.00014079681,0.000037282472,5.348704e-7,0.000025025902,0.00008688315,0.0000145733875,0.000035128243,0.0005721026,0.999084,0.0000019862578],"about_ca_topic_score_codex":0.6793005,"about_ca_topic_score_gemma":0.87646645,"teacher_disagreement_score":0.5996118,"about_ca_system_score_codex":0.021532677,"about_ca_system_score_gemma":0.019554999,"threshold_uncertainty_score":0},"labels":[],"label_agreement":null}]}