{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":7,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":7,"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":"29c584580d6d","filters":{"venue":"University of the Sunshine Coast"}},"results":[{"id":"W6927297456","doi":"10.25907/00048","title":"An Australian First Nations Ontology: Determining an Australian First Nations’ Epistemology of Belongingness, through examples of an Art Genre and Education Pedagogy of Aboriginality","year":2021,"lang":"en","type":"dissertation","venue":"University of the Sunshine Coast","topic":"Genomics and Phylogenetic Studies","field":"Biochemistry, Genetics and Molecular Biology","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":"Ontology; Belongingness; Common sense; Genre analysis; Perspective (graphical)","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.01852806994495247,"gpt":0.2903390584747056,"spread":0.2718109885297531,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001405138,0.0002027622,0.000458678,0.0001172396,0.000325003,0.000006345837,0.0004108083,0.0002743468,0.00003692716],"category_scores_gemma":[0.00008183053,0.0002114664,0.0001496033,0.000161227,0.0003084906,0.0000109382,0.00007969703,0.00009779172,9.478806e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001867548,"about_ca_system_score_gemma":0.0003978902,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005906057,"about_ca_topic_score_gemma":0.3691886,"domain_scores_codex":[0.9989229,0.000144156,0.000316806,0.0003567953,0.0001168911,0.0001424302],"domain_scores_gemma":[0.9982322,0.00005854707,0.0006297192,0.0005051675,0.0005204586,0.00005393548],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001144085,0.003762792,0.5431644,0.007984325,0.004945218,0.00001431095,0.05372168,0.003139697,0.3678302,0.008390328,0.001525561,0.004377304],"study_design_scores_gemma":[0.0009553732,0.001165856,0.8528169,0.0003463136,0.002019792,0.00003883032,0.05362399,0.00002971583,0.06546371,0.0004392235,0.02246248,0.0006377666],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9980499,0.0004098809,0.00002114057,0.0002644004,0.0002074291,0.0002085168,0.0004308971,0.000002300402,0.0004056035],"genre_scores_gemma":[0.9935173,0.0005830014,0.002121657,0.000005777852,0.00004231799,0.000001806127,0.001720453,0.00001383318,0.001993879],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3632825,"threshold_uncertainty_score":0.892823,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W7105671106","doi":"10.25907/00975","title":"What do coaches really want in their playmakers? An analysis of how a coach's background, experience, opinions, and coaching style impacts their perceptions and expectations of key playmaker positions in basketball, field hockey, ice hockey, rugby union, soccer, and volleyball.","year":2025,"lang":"en","type":"dissertation","venue":"University of the Sunshine Coast","topic":"Sport Psychology and Performance","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Coaching; Perception; Personality; Field (mathematics); Variety (cybernetics); Interpersonal communication; Athletes; Sample (material); Attractiveness","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.0177749850976208,"gpt":0.2863806158420792,"spread":0.2686056307444584,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004140624,0.0003398718,0.0008742714,0.001051294,0.0003265163,0.00005565449,0.0004211426,0.0004562625,0.0001779006],"category_scores_gemma":[0.00004067684,0.0003006834,0.0002116002,0.0009759882,0.0003580573,0.0006691056,0.0001409216,0.0005463033,2.127107e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004923134,"about_ca_system_score_gemma":0.0001124625,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006270339,"about_ca_topic_score_gemma":0.1288131,"domain_scores_codex":[0.9981599,0.0004400572,0.0004207566,0.0005491905,0.000170355,0.0002597655],"domain_scores_gemma":[0.9981067,0.0005197062,0.0005256493,0.0005796458,0.0001706992,0.00009763036],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001537395,0.0008413462,0.5879743,0.000267308,0.00273457,0.00001179741,0.4014558,0.0001972954,0.0005123524,0.001739908,0.0007711156,0.001956875],"study_design_scores_gemma":[0.0008120732,0.0001222765,0.5176404,0.0002762915,0.0006340104,0.000006618366,0.479934,0.0002487313,0.00002840398,0.00004986062,0.00008046298,0.0001669146],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9949188,0.001967627,0.00008120768,0.0009615144,0.0002503775,0.0003997086,0.0007517811,0.00001401394,0.0006549509],"genre_scores_gemma":[0.994073,0.00392172,0.0001357695,0.00005563266,0.00001255605,0.000006507093,0.001148503,0.00001433115,0.0006319767],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1225428,"threshold_uncertainty_score":0.9999445,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W6908353158","doi":"10.25907/00126","title":"Disaster risk reduction and the Sustainable Development Goals: Pre-disaster governance for integrated management in Canada and Australia","year":2022,"lang":"en","type":"article","venue":"University of the Sunshine Coast","topic":"Medieval European History and Architecture","field":"Arts and Humanities","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":"Disaster risk reduction; Risk governance; Risk management; Sustainable development; Context (archaeology); Corporate governance; Emergency management; Climate risk","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.01063966252716778,"gpt":0.1656911677789125,"spread":0.1550515052517447,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002053957,0.00006709343,0.0001003508,0.00001770603,0.0006084007,0.00001210941,0.0001565878,0.000004541492,0.0003335465],"category_scores_gemma":[0.000008662098,0.00004318566,0.00002708311,0.00002738253,0.0001820779,0.00004837852,0.0002589735,0.0001219515,1.338262e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001613554,"about_ca_system_score_gemma":0.00005076437,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.4270596,"about_ca_topic_score_gemma":0.8593906,"domain_scores_codex":[0.9994927,0.0001262676,0.00007537905,0.0001069668,0.0000987332,0.0000999317],"domain_scores_gemma":[0.9997491,0.00003061927,0.00008876715,0.00009421846,0.00001948483,0.00001781495],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.004758069,0.000143152,0.00376556,0.0007377942,0.00100881,0.00006127144,0.7422404,0.00379839,0.0000172833,0.14239,0.09181196,0.009267391],"study_design_scores_gemma":[0.001190501,0.00002555763,0.006127128,0.00001629688,0.0001442105,0.000002580682,0.1266619,0.00007493709,0.000005801232,0.0002780355,0.8653845,0.00008862651],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9975678,0.0001003587,0.00001890359,0.0005045076,0.0001450565,0.0003574576,0.00007764595,0.000003532774,0.001224759],"genre_scores_gemma":[0.9091824,0.00001329778,0.00003898087,0.00003556033,0.00001297162,0.000001779837,0.000004473733,0.000003568639,0.09070695],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7735725,"threshold_uncertainty_score":0.5767556,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W7093092747","doi":"10.25907/00967","title":"The Politics of Alienation and Implications for Advocacy: The Public, Political and Real Reasons Behind Kayden's, Picqui's, Kyra's Laws and Australian 2024 Family Law Reforms","year":2025,"lang":"en","type":"article","venue":"University of the Sunshine Coast","topic":"MicroRNA in disease regulation","field":"Biochemistry, Genetics and Molecular Biology","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":"Alienation; Politics; Covert; Legislation; Family law; Harm; Power (physics); Poison control","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.01100751760757565,"gpt":0.2487427588099795,"spread":0.2377352412024039,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001660851,0.00007224772,0.00008883819,0.00001885159,0.0003997476,0.0000221672,0.0001871688,0.00007204562,0.000001039125],"category_scores_gemma":[0.0000602132,0.00004504708,0.00005830959,0.00004718515,0.0006164105,0.000008948529,0.0002566259,0.00004641623,3.609507e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000182093,"about_ca_system_score_gemma":0.00008574052,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008415888,"about_ca_topic_score_gemma":0.002435228,"domain_scores_codex":[0.9995289,0.00004785052,0.00009950624,0.0001377684,0.00005209216,0.0001339041],"domain_scores_gemma":[0.9993843,0.00006697209,0.00007590612,0.0002912107,0.0001285932,0.00005297686],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.00008384878,0.00005899169,0.0128989,0.00008168263,0.0003593234,1.395506e-7,0.0001525358,0.000003406725,0.03825095,0.9350672,0.01233893,0.0007040726],"study_design_scores_gemma":[0.001810932,0.0001743035,0.7190592,0.00005543125,0.001073136,0.00001720727,0.004042104,0.0001075231,0.008583763,0.02881828,0.2360157,0.0002423981],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9598983,0.0005538784,0.0002561938,0.03648912,0.00004828515,0.0003775465,0.0003835881,0.000005088375,0.001988003],"genre_scores_gemma":[0.9968451,0.0002120805,0.0001362356,0.00009718273,0.00002152773,0.000001068281,0.00004733507,0.000004106811,0.002635413],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9062489,"threshold_uncertainty_score":0.3074575,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W6927044606","doi":"10.25907/00432","title":"Alterity: Writing Differentness in Print","year":2013,"lang":"en","type":"dissertation","venue":"University of the Sunshine Coast","topic":"Vibrio bacteria research studies","field":"Biochemistry, Genetics and Molecular Biology","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":"Vision; Subconscious; Existentialism; Narrative; Alterity; The arts; Creative writing","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.008736176183939962,"gpt":0.2271708109333493,"spread":0.2184346347494094,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008067275,0.000140418,0.0002450357,0.0000496318,0.00008773222,0.00001082886,0.0004485069,0.0001359666,0.00008190233],"category_scores_gemma":[0.0000629093,0.0001180134,0.0001672881,0.00006417774,0.00007068854,0.000003240989,0.0004273202,0.0001729993,0.000002690186],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002406623,"about_ca_system_score_gemma":0.00006203797,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001182824,"about_ca_topic_score_gemma":0.01453751,"domain_scores_codex":[0.9992982,0.00008223164,0.0001067986,0.0002161011,0.0001338641,0.0001627929],"domain_scores_gemma":[0.9994259,0.00000998348,0.000126222,0.0002971764,0.0001099145,0.00003077732],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0005907174,0.0002617928,0.03499567,0.0009616623,0.00150238,0.00001543265,0.001795298,0.00003284088,0.9495342,0.00007894568,0.006085583,0.004145477],"study_design_scores_gemma":[0.001322954,0.0001448291,0.892575,0.0003376995,0.0003276314,0.000002870023,0.006678593,0.00004104155,0.08841618,0.00009092741,0.009561706,0.0005005806],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9982581,0.0001912456,0.00001036766,0.0001568296,0.0001151719,0.0002217465,0.00004051861,0.000003975486,0.001002001],"genre_scores_gemma":[0.9860353,0.0003035587,0.00006332377,0.000008611711,0.00004113048,0.000001109958,0.000318553,0.00001220334,0.01321614],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.861118,"threshold_uncertainty_score":0.8112273,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W6908767268","doi":"10.25907/00867","title":"Understanding Public Preferences for Coastal Adaptation: Lessons from Australia and Canada","year":2024,"lang":"en","type":"dissertation","venue":"University of the Sunshine Coast","topic":"Academic Publishing and Open Access","field":"Decision 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":"Adaptation (eye); Climate change; Climate change adaptation; Public support; Coastal management; Public policy","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.3407838282691357,"gpt":0.3639886456416775,"spread":0.02320481737254182,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007611277,0.0001914565,0.0004119773,0.0001622049,0.0004497564,0.0005572665,0.002026729,0.0002269878,0.0003700242],"category_scores_gemma":[0.0009751526,0.000137248,0.0001786025,0.000372973,0.000120415,0.000651364,0.0003082706,0.0004495704,0.000002290575],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001427039,"about_ca_system_score_gemma":0.001156161,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8048649,"about_ca_topic_score_gemma":0.9970427,"domain_scores_codex":[0.9978977,0.0001219887,0.0002852264,0.0004812496,0.001022671,0.0001910937],"domain_scores_gemma":[0.9977128,0.001091331,0.0004737936,0.0003096784,0.0002988693,0.0001135347],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002155869,0.00002565165,0.008485933,0.000127807,0.001115558,0.000009737323,0.008945834,0.0002436801,0.00002623136,0.02082111,0.9572327,0.00275022],"study_design_scores_gemma":[0.001165398,0.00007151653,0.04589867,0.000528782,0.002650848,0.000004878009,0.468411,0.003354029,0.0001059108,0.2291412,0.2476893,0.000978463],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9485161,0.0005907332,0.004753196,0.0237369,0.005352954,0.0007980663,0.008642583,0.00005537616,0.007554097],"genre_scores_gemma":[0.9497152,0.00002345099,0.0001385655,0.00002713993,0.00006463788,5.416598e-7,0.0004444326,0.000009728812,0.04957633],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7095433,"threshold_uncertainty_score":0.5596811,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W6964398105","doi":"10.25907/00861","title":"Regional Workforce Attraction, Development, and Retention: Employer and Employee Perspectives","year":2024,"lang":"en","type":"article","venue":"University of the Sunshine Coast","topic":"Human Resource and Talent 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":"Workforce; Economic shortage; Workforce planning; Workforce development; Continuing education","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.03272586413334249,"gpt":0.2053157793532013,"spread":0.1725899152198588,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001236761,0.00009457711,0.0001032077,0.0001252602,0.000312916,0.0001055092,0.0001309817,0.0000275435,0.0002118076],"category_scores_gemma":[0.000008670703,0.00007694428,0.00007023884,0.0001811003,0.0001338031,0.0004322447,0.0002984759,0.00008982649,0.00001917354],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000179627,"about_ca_system_score_gemma":0.000009313205,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002337671,"about_ca_topic_score_gemma":0.000662797,"domain_scores_codex":[0.9994822,0.000007680769,0.0000730017,0.0001972203,0.0001425167,0.00009744798],"domain_scores_gemma":[0.9997584,0.00001931407,0.00005370868,0.0001096423,0.0000493009,0.0000096104],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002846594,0.0002543232,0.4243208,0.002223034,0.003140076,0.0001456616,0.01517232,0.0002030603,0.0002510923,0.2831059,0.2430656,0.02783352],"study_design_scores_gemma":[0.0002691487,0.000005795392,0.2250867,0.0001321747,0.0004080287,0.000005376135,0.004918214,0.0001695533,0.000004864682,0.0009321186,0.7679112,0.000156864],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9891707,0.0008184796,0.0002181528,0.002811298,0.00008352414,0.0001210828,0.000001309789,0.00007731198,0.006698148],"genre_scores_gemma":[0.9868549,0.00006710644,0.0001023028,0.0001201774,0.0001230102,2.630861e-7,0.000005100855,0.000008938929,0.01271826],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5248456,"threshold_uncertainty_score":0.3137697,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}