{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":11,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":11,"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"},"query_hash":"ba80fac2801e","filters":{"venue":"ResearchEquals"}},"results":[{"id":"W4322767476","doi":"10.53962/hzk8-8ytf","title":"PubCast Protocol","year":2023,"lang":"en","type":"other","venue":"ResearchEquals","topic":"Research Data Management Practices","field":"Computer Science","cited_by":9,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"University of Guelph; Dalhousie University","funders":"","keywords":"Protocol (science); Computer science; Medicine","retraction":null,"screen_n_in":null,"score":{"opus":0.3405335038532591,"gpt":0.512503879613497,"spread":0.1719703757602379,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["scholarly_communication","open_science","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.004588166,0.0002795409,0.0003187501,0.001367574,0.00009576775,0.004264658,0.007480966,0.0002202598,0.001493598],"category_scores_gemma":[0.00313934,0.0002421348,0.00009254899,0.001587171,0.0001259983,0.007822624,0.005118993,0.0007448933,0.01518155],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001191606,"about_ca_system_score_gemma":0.0003367645,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006901189,"about_ca_topic_score_gemma":0.0003126318,"domain_scores_codex":[0.9944349,0.0007342915,0.0002945061,0.001087917,0.002390186,0.001058177],"domain_scores_gemma":[0.9953807,0.0006683912,0.0002168412,0.003313017,0.00009065482,0.0003303686],"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":[0.000004145289,0.00004682066,0.000009426288,0.0002612981,0.000070438,0.0002155385,0.000009022747,2.851515e-7,0.000008622575,0.1727426,0.8090284,0.01760347],"study_design_scores_gemma":[0.0002741728,0.0000774182,0.00002947284,0.0001773892,0.000001981701,0.00000195295,0.000006714905,0.000234171,0.0000358152,0.0007562624,0.9981593,0.0002453855],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[1.851271e-8,0.00002358813,0.03363146,0.002302841,0.0001117113,0.07255594,0.00003772987,0.002529068,0.8888077],"genre_scores_gemma":[4.963846e-7,0.0002628442,0.005042137,0.00004842424,0.0002856339,0.1323192,0.00001065516,0.0007305951,0.8613],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1891309,"threshold_uncertainty_score":0.9994192,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4398142083","doi":"10.53962/kk47-wsmx","title":"PubCast: A commentary on the role of hatcheries and stocking programs in salmon conservation and adapting ourselves to less‐than‐wild futures","year":2024,"lang":"en","type":"other","venue":"ResearchEquals","topic":"Fish Ecology and Management Studies","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Dalhousie University","funders":"","keywords":"Stocking; Futures contract; Fishery; Biology; Business; Finance","retraction":null,"screen_n_in":null,"score":{"opus":0.06788670302331111,"gpt":0.3002290621256145,"spread":0.2323423591023033,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008990481,0.000142146,0.0002010011,0.0001143561,0.00009164451,0.00004647916,0.0001422208,0.00009246205,0.0001882164],"category_scores_gemma":[0.00008507328,0.0001023716,0.00001823673,0.0001764585,0.0003404295,0.00004811418,0.0006341027,0.0002378392,0.00002663589],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004611956,"about_ca_system_score_gemma":0.000004524105,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003506609,"about_ca_topic_score_gemma":0.02934403,"domain_scores_codex":[0.9989153,0.0001505936,0.0001408105,0.0002953495,0.0002485889,0.0002493467],"domain_scores_gemma":[0.9995814,0.0001656419,0.0000627127,0.0001480826,0.000003541593,0.00003863161],"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":[0.00006564546,0.0001014887,0.2774963,0.0002744951,0.0001442574,0.0000168735,0.00519081,0.000006924373,0.0001344124,0.001812118,0.6863503,0.02840637],"study_design_scores_gemma":[0.0004446704,0.0007637374,0.172487,0.001924132,0.00005956541,0.000002450462,0.04965467,0.0001921187,0.0002359734,0.009256948,0.7644528,0.00052595],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6117219,0.00358323,0.00001356926,0.08359019,0.0001228854,0.00391576,0.00003998222,0.0001239942,0.2968885],"genre_scores_gemma":[0.8796827,0.001426238,0.0007144703,0.003730922,0.0001608817,0.0006702889,0.00002099096,0.0002254639,0.1133681],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2679607,"threshold_uncertainty_score":0.9883679,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4322767614","doi":"10.53962/tqv8-3raw","title":"PubCast - Alternative Seafood Networks During COVID-19","year":2023,"lang":"en","type":"other","venue":"ResearchEquals","topic":"Organic Food and Agriculture","field":"Agricultural and Biological Sciences","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":"Pandemic; Resilience (materials science); Coronavirus disease 2019 (COVID-19); Government (linguistics); Supply chain; Sociology; Political science; Law; Philosophy","retraction":null,"screen_n_in":null,"score":{"opus":0.07589685249565221,"gpt":0.3172278120151089,"spread":0.2413309595194567,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0004988027,0.0003248548,0.0003816523,0.00004879074,0.0002788667,0.0001671656,0.0007162055,0.0004959588,0.01125183],"category_scores_gemma":[0.0004986596,0.0001097107,0.0001705409,0.0008381123,0.0001061651,0.00006144422,0.0003945759,0.0006211387,0.001270218],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001497808,"about_ca_system_score_gemma":0.00003631833,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002108242,"about_ca_topic_score_gemma":0.006898393,"domain_scores_codex":[0.9973603,0.0002670309,0.0002229064,0.0006616905,0.0006861291,0.0008019732],"domain_scores_gemma":[0.9986558,0.0004172635,0.000145122,0.0001298314,0.00004447389,0.0006074932],"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":[0.00002270659,0.00007388402,0.0001302321,0.0000786751,0.0001471778,0.0001755077,0.00006277136,0.00001509275,0.005247967,0.0005587674,0.9887527,0.004734567],"study_design_scores_gemma":[0.0002200495,0.0001624859,0.001739983,0.0001369073,0.00001143057,0.00001235257,0.0002558732,0.00001477191,0.0003197762,0.0002462359,0.9964389,0.0004412888],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.02785012,0.008441504,0.00003008498,0.06710536,0.002753273,0.006662387,0.005421836,0.0124699,0.8692656],"genre_scores_gemma":[0.04585878,0.00185513,0.000009153689,0.0002444398,0.004928706,0.0000827845,0.000263352,0.00007114495,0.9466865],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.07742097,"threshold_uncertainty_score":0.9995074,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4400584702","doi":"10.53962/h3gv-g93x","title":"PubCast: What makes a convivial community tool? Investigating grassroots ecological restoration","year":2024,"lang":"en","type":"other","venue":"ResearchEquals","topic":"Environmental Philosophy and Ethics","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Carleton University","funders":"","keywords":"Grassroots; Ecology; Geography; Sociology; Political science; Biology","retraction":null,"screen_n_in":null,"score":{"opus":0.1468858522091555,"gpt":0.358676356837745,"spread":0.2117905046285894,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.002853038,0.0003537148,0.0003568631,0.000123324,0.0002593464,0.0004105153,0.0006601343,0.0007612139,0.01345328],"category_scores_gemma":[0.0007054798,0.0003111216,0.0001260564,0.0003048386,0.001900504,0.0004096415,0.001285366,0.002731205,0.02152387],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004654044,"about_ca_system_score_gemma":0.0000350099,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006962203,"about_ca_topic_score_gemma":0.0009409736,"domain_scores_codex":[0.9958704,0.001514648,0.0003611751,0.0005419548,0.001130217,0.0005815733],"domain_scores_gemma":[0.9984439,0.0004376119,0.0001431132,0.0007170253,0.000005137069,0.0002531879],"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":[0.00002194163,0.0003940584,0.001308707,0.0005557054,0.00009579384,0.0001174047,0.002063845,0.00007949253,0.004150797,0.004937948,0.9816281,0.004646189],"study_design_scores_gemma":[0.000616907,0.0007364622,0.004564819,0.001727638,0.00007967593,0.00002030704,0.002039571,0.0003127129,0.0006407631,0.2127994,0.7750174,0.001444326],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.03579197,0.0008836312,0.00004177678,0.004242039,0.0005016074,0.001132138,0.0001037538,0.0003963365,0.9569067],"genre_scores_gemma":[0.2194505,0.001614707,0.001077955,0.001374304,0.0008384948,0.0001795324,0.0002829788,0.0007181212,0.7744634],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2078614,"threshold_uncertainty_score":0.9999341,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4360840121","doi":"10.53962/whp4-rva8","title":"BIOSCAN: Species discovery, interactions and dynamics","year":2023,"lang":"en","type":"other","venue":"ResearchEquals","topic":"Mollusks and Parasites Studies","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Guelph","funders":"","keywords":"Dynamics (music); Geography; Physics","retraction":null,"screen_n_in":null,"score":{"opus":0.09133658665148453,"gpt":0.3339703258953625,"spread":0.2426337392438779,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001644372,0.0001453371,0.0002198423,0.00003923394,0.0001334909,0.0001522551,0.0001569462,0.00009953979,0.002173973],"category_scores_gemma":[0.0001211868,0.00005112135,0.00006379958,0.0002481362,0.000137384,0.00005242166,0.0002327623,0.0001797627,0.0003142979],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003848277,"about_ca_system_score_gemma":0.000006236457,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.007830082,"about_ca_topic_score_gemma":0.2399817,"domain_scores_codex":[0.9990389,0.00006829258,0.0001098102,0.0002738573,0.0002304916,0.0002786691],"domain_scores_gemma":[0.9993479,0.0004434532,0.00005290335,0.00005938292,0.00002004642,0.00007626817],"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":[0.000009335696,0.00003264434,0.009113168,0.00003964566,0.0001046815,0.00001463634,0.00003127738,9.066365e-8,0.001462754,0.006281563,0.9535943,0.02931588],"study_design_scores_gemma":[0.00003526241,0.00006659095,0.03241771,0.0001173416,0.000007635578,0.000001912696,0.0001259877,0.00002086724,0.00001171819,0.0002085736,0.9668177,0.0001687417],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.007466789,0.001214971,0.00000534901,0.004786151,0.000279606,0.0003990389,0.001738738,0.0004134132,0.9836959],"genre_scores_gemma":[0.008212242,0.004407309,0.00001344486,0.00002596965,0.0005109563,0.00002303817,0.00008292749,0.00001870862,0.9867054],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2321516,"threshold_uncertainty_score":0.9987769,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4365815493","doi":"10.53962/kw8q-3w6p","title":"10 Strategies to Boost the Impact of Your Research","year":2023,"lang":"en","type":"other","venue":"ResearchEquals","topic":"Health Sciences Research and Education","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Impact","funders":"","keywords":"Visibility; Work (physics); Computer science; Psychology; Data science; Political science; Engineering; Geography; Mechanical engineering; Meteorology","retraction":null,"screen_n_in":null,"score":{"opus":0.7500680707407668,"gpt":0.7335479595651153,"spread":0.01652011117565144,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.02878008,0.0002395293,0.0005167091,0.001892465,0.001071931,0.00009061125,0.001766037,0.000532132,0.07383861],"category_scores_gemma":[0.01289984,0.0001374107,0.0001582509,0.003746991,0.0006292943,0.0001250845,0.0007609137,0.002855212,0.06153056],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008540011,"about_ca_system_score_gemma":0.01664608,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.08678716,"about_ca_topic_score_gemma":0.007595444,"domain_scores_codex":[0.9867761,0.006094234,0.0007076358,0.0005878087,0.003043178,0.002791055],"domain_scores_gemma":[0.989059,0.006984044,0.0002162412,0.001416989,0.001243534,0.001080158],"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":[0.00008887763,0.00004942123,0.000338097,0.0004764399,0.00004765268,0.000003750827,0.003569664,0.000007022601,0.00009581233,0.001013506,0.9918772,0.002432576],"study_design_scores_gemma":[0.0002215015,0.0008981684,0.00740748,0.001211479,0.000002644201,3.420847e-7,0.01843074,0.00004313417,0.00001208596,0.001324723,0.9702697,0.0001779723],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00236888,0.0005737324,0.00001596997,0.005891397,0.0003444448,0.004405248,0.0003586707,0.0002510413,0.9857906],"genre_scores_gemma":[0.006512675,0.0009966341,0.00005057237,0.0000414316,0.001678658,0.0009624737,0.00002905218,0.0005386262,0.9891899],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.07919171,"threshold_uncertainty_score":0.9994453,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4403027417","doi":"10.53962/sk51-zz5r","title":"How does restoration ecology consider climate change uncertainties in forested ecosystems?","year":2024,"lang":"en","type":"other","venue":"ResearchEquals","topic":"Forest Management and Policy","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Waterloo","funders":"","keywords":"Climate change; Ecology; Restoration ecology; Ecosystem; Environmental science; Ecosystem ecology; Environmental resource management; Geography; Biology","retraction":null,"screen_n_in":null,"score":{"opus":0.07608323499974738,"gpt":0.3439732033432324,"spread":0.267889968343485,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0009502798,0.0002603466,0.0003433588,0.0005810118,0.00004261615,0.0002248602,0.000334874,0.0003335499,0.01481228],"category_scores_gemma":[0.0001629071,0.0001906625,0.00006736204,0.0004320893,0.0002661078,0.0001884433,0.0005506974,0.0003365669,0.0152756],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003330414,"about_ca_system_score_gemma":0.00001920826,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.009494969,"about_ca_topic_score_gemma":0.1425125,"domain_scores_codex":[0.9976943,0.0003568311,0.0002303766,0.0005192495,0.000488238,0.0007110495],"domain_scores_gemma":[0.9992409,0.0001003507,0.0001162283,0.0004335747,0.000006668393,0.0001023225],"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":[0.00001321528,0.00002613857,0.008494419,0.0005894667,0.00002780622,0.00009056868,0.000356111,0.000006043032,0.00001892681,0.009867562,0.9798203,0.0006894314],"study_design_scores_gemma":[0.0002217599,0.00007331288,0.00134807,0.000325522,0.00001337949,0.000001409781,0.0001124603,0.0006245655,0.000007962797,0.001873294,0.9951223,0.0002759766],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.003857726,0.0008320572,0.0000018121,0.006588931,0.0006709031,0.002209557,0.0001795842,0.0002669841,0.9853925],"genre_scores_gemma":[0.0357024,0.001085972,0.00006678536,0.0001217999,0.0004600434,0.0004153927,0.00008413618,0.0002768522,0.9617866],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1330175,"threshold_uncertainty_score":0.9971009,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4410581959","doi":"10.53962/rcd0-knd9","title":"PubCast: “It’s like a church”: Atlantic salmon (Salmo salar) hatchery and stocking programs as producers of capital in conservation-based social networks in Nova Scotia, Canada","year":2025,"lang":"en","type":"other","venue":"ResearchEquals","topic":"Fish Ecology and Management Studies","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"Dalhousie University","funders":"","keywords":"Salmo; Nova scotia; Stocking; Hatchery; Fishery; Geography; Fish <Actinopterygii>; Biology; Archaeology","retraction":null,"screen_n_in":null,"score":{"opus":0.02663602962770353,"gpt":0.2797107725562016,"spread":0.2530747429284981,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001129182,0.0002377951,0.0004656364,0.0002536378,0.00007307113,0.0000284212,0.0002880187,0.0002582924,0.001242135],"category_scores_gemma":[0.0002817057,0.0002467036,0.00003606639,0.0006219947,0.0005000963,0.00006098747,0.0004077916,0.0004816774,0.00001578695],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000499454,"about_ca_system_score_gemma":0.0004834596,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8869582,"about_ca_topic_score_gemma":0.9922499,"domain_scores_codex":[0.997691,0.0002883383,0.0003576309,0.0005464817,0.0005109233,0.0006056711],"domain_scores_gemma":[0.999301,0.0002488079,0.0001672251,0.0002073671,0.00001667358,0.0000589665],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004303554,0.0001217713,0.6241368,0.0002910453,0.00006380955,0.00006701844,0.0002490665,0.0001712751,0.00000630256,0.00006391307,0.3738672,0.0009187064],"study_design_scores_gemma":[0.001490384,0.0001761618,0.9692845,0.0009292688,0.00003897924,0.000001022609,0.001245599,0.001031232,0.00001204912,0.0001517217,0.02506607,0.0005729491],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6276953,0.0006489618,0.0000814139,0.02628785,0.0005392554,0.006676722,0.00004326282,0.000101362,0.3379259],"genre_scores_gemma":[0.9157967,0.00009895698,0.0001056384,0.0008938846,0.0000576791,0.0001244907,0.00007929606,0.00008888158,0.08275446],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3488012,"threshold_uncertainty_score":0.9999985,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4399947022","doi":"10.53962/hprp-rh02","title":"PubCast: Motivations for volunteers to participate in ecological restoration: A systematic map","year":2024,"lang":"en","type":"other","venue":"ResearchEquals","topic":"Animal and Plant Science Education","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Carleton University","funders":"","keywords":"Geography; Ecology; Environmental resource management; Biology; Environmental science","retraction":null,"screen_n_in":null,"score":{"opus":0.2645643724783622,"gpt":0.4801386493937156,"spread":0.2155742769153535,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.002064027,0.0001546768,0.0003429256,0.0006697942,0.00004083883,0.00009336491,0.0002956003,0.0002645453,0.00531171],"category_scores_gemma":[0.001056498,0.0001217257,0.00006586938,0.0005607783,0.00005726675,0.00003867364,0.00005038696,0.0002534577,0.01754455],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001429689,"about_ca_system_score_gemma":0.0001357918,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003827162,"about_ca_topic_score_gemma":0.0009544318,"domain_scores_codex":[0.9979559,0.0003768411,0.0003673128,0.0004805439,0.0003169712,0.0005023988],"domain_scores_gemma":[0.9988695,0.0005252123,0.0000706928,0.0003093095,0.00005665145,0.0001686349],"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":[0.00002584076,0.0001131284,0.0002555742,0.004232611,0.00003574712,0.00001198453,0.001959154,0.000003899238,0.00002620752,0.03059987,0.962714,0.00002201943],"study_design_scores_gemma":[0.0006560573,0.001230978,0.008594263,0.01572693,0.0001148412,0.00001758833,0.007124487,0.0007127822,0.00001183279,0.008622745,0.9562117,0.0009757977],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00955022,0.004812742,0.003816559,0.02464509,0.006196995,0.01780137,0.0008756111,0.0006261205,0.9316753],"genre_scores_gemma":[0.02793618,0.000005978948,0.0003330901,0.0001098441,0.0004236899,0.003244914,0.00005349226,0.0001113488,0.9677815],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.03610617,"threshold_uncertainty_score":0.9955975,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4384385557","doi":"10.53962/jcvk-9f4b","title":"PubCast - Putting Voice in Scholarly Work and Science Communication","year":2023,"lang":"en","type":"other","venue":"ResearchEquals","topic":"Genetics, Bioinformatics, and Biomedical Research","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Dalhousie University","funders":"","keywords":"Science communication; Work (physics); Engineering ethics; Computer science; Scholarly communication; Science education; Sociology; Political science; Engineering; Pedagogy; Mechanical engineering","retraction":null,"screen_n_in":null,"score":{"opus":0.06643163721019911,"gpt":0.3787260261976573,"spread":0.3122943889874582,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004548667,0.0001810814,0.0002150469,0.000657445,0.000138732,0.0003977486,0.0009835066,0.0004133403,0.00006015819],"category_scores_gemma":[0.004815446,0.0001657574,0.00004042769,0.000862012,0.00117446,0.00001765432,0.001377777,0.0005953992,0.000204903],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005936802,"about_ca_system_score_gemma":0.0004621743,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003041679,"about_ca_topic_score_gemma":0.0006348742,"domain_scores_codex":[0.9973651,0.0001931732,0.0003134388,0.000454126,0.0009579467,0.0007162385],"domain_scores_gemma":[0.9985045,0.0001117489,0.0001001825,0.0007915826,0.0001816263,0.0003104247],"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":[0.0001371807,0.0002979409,0.01840162,0.001169525,0.0001835727,0.00003752632,0.0006738596,0.000003242285,0.05378567,0.001096871,0.5576332,0.3665798],"study_design_scores_gemma":[0.0008317931,0.0002748932,0.009132789,0.0007886646,0.000007526389,0.000004443044,0.0003175607,0.00009034875,0.005153546,0.0004071471,0.9825068,0.0004845495],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.08176638,0.02741046,0.0008271163,0.009210159,0.0006795726,0.004584979,0.0003307711,0.0005092584,0.8746813],"genre_scores_gemma":[0.148853,0.04352885,0.009312223,0.0003091737,0.0007858404,0.0002016464,0.0003427987,0.001040604,0.7956259],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4248735,"threshold_uncertainty_score":0.6759393,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4403374784","doi":"10.53962/kqzz-232j","title":"Basic income as a policy tool for food systems susatinability","year":2024,"lang":"en","type":"other","venue":"ResearchEquals","topic":"Income, Poverty, and Inequality","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Queen's University","funders":"","keywords":"Basic income; Economics; Business; Computer science; Market economy","retraction":null,"screen_n_in":null,"score":{"opus":0.1142185850363372,"gpt":0.453283564308773,"spread":0.3390649792724358,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.009392971,0.0003475652,0.0007277076,0.0006617222,0.0003343639,0.0005252088,0.0009352126,0.0007877994,0.002026625],"category_scores_gemma":[0.009676551,0.0003078667,0.0003583749,0.000869031,0.0006002255,0.0001260829,0.00027758,0.0005816063,0.00225581],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001203805,"about_ca_system_score_gemma":0.002766913,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05325362,"about_ca_topic_score_gemma":0.006539705,"domain_scores_codex":[0.9939626,0.00178508,0.0005801497,0.000788649,0.001623854,0.001259605],"domain_scores_gemma":[0.9971258,0.001118229,0.0002021596,0.0008729195,0.0003229349,0.0003579476],"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":[0.00002602226,0.00006600144,0.0001662141,0.002403628,0.0001243919,0.000004341663,0.001917514,1.687185e-7,0.000005235172,0.5484395,0.4453496,0.001497378],"study_design_scores_gemma":[0.0002476244,0.0002664796,0.00005044995,0.0004230826,0.00002086129,6.484274e-7,0.001169366,0.000008481264,0.000009341236,0.05022591,0.9472176,0.0003601018],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0006456621,0.002748587,0.00009967029,0.002993345,0.001015026,0.004517326,0.001466902,0.00048439,0.9860291],"genre_scores_gemma":[0.03927007,0.0004149918,0.00007986647,0.0001530436,0.005868605,0.00100375,0.00004319538,0.0004196326,0.9527469],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.501868,"threshold_uncertainty_score":0.9999374,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}