{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":8,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":8,"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":"cd3bd344f288","filters":{"venue":"L’Italia forestale e montana"}},"results":[{"id":"W1536385658","doi":"","title":"Sustainable Forest Management within the International Agreements in force","year":2013,"lang":"en","type":"article","venue":"L’Italia forestale e montana","topic":"Global trade, sustainability, and social impact","field":"Business, Management and Accounting","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":"Summit; Sustainable forest management; Sustainable development; Environmental protection; Sustainable management; Earth Summit; Sustainability; Political science; Forest management; Environmental resource management; Environmental planning; Business; Geography; Environmental science; Forestry; Ecology; Physical geography; Law","authors":[{"name":"Giovanna Toffanin","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01055475139440306,"gpt":0.2257060097940037,"spread":0.2151512583996006,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004707392,0.0002765665,0.0002115526,0.0002317125,0.0003099635,0.0008776243,0.0008261678,0.00008243964,0.0002098746],"category_scores_gemma":[0.000137907,0.0002143898,0.0001390423,0.000609188,0.000140576,0.002144332,0.0005005375,0.0001806646,0.0001800647],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003921289,"about_ca_system_score_gemma":0.00002430611,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02305288,"about_ca_topic_score_gemma":0.009783924,"domain_scores_codex":[0.9978977,0.00001683747,0.0004426122,0.0003721098,0.0005576858,0.0007129965],"domain_scores_gemma":[0.9991171,0.00002580293,0.0001983073,0.0004068938,0.0002176787,0.0000342036],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005832904,0.0003110932,0.561872,0.0002935778,0.0001254979,0.0002251313,0.001315989,0.001795116,0.000005532322,0.4101457,0.0228274,0.001024621],"study_design_scores_gemma":[0.00133223,0.00002953024,0.5996305,0.00005644336,0.00006667592,0.000002633929,0.1069535,0.005698694,0.000003912127,0.2712171,0.01453741,0.0004713581],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8715116,0.00005162391,0.00005284051,0.002377212,0.0005554343,0.00142815,0.000003790025,0.00008740716,0.123932],"genre_scores_gemma":[0.9831987,0.000006520926,0.00004933602,0.001420963,0.0003879666,0.0001796688,0.00005904731,0.00003247032,0.01466532],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1389286,"threshold_uncertainty_score":0.9834527,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3194114658","doi":"10.4129/ifm.2021.3.01","title":"Gestione assicurativa dei rischi in pioppicoltura","year":2021,"lang":"en","type":"article","venue":"L’Italia forestale e montana","topic":"Bioenergy crop production and management","field":"Agricultural and Biological Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Natural Resources Canada","funders":"","keywords":"Business; Crop insurance; Profitability index; Risk management; Agriculture; Natural resource economics; Economics; Finance; Geography","authors":[{"name":"D. Coaloa","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.008930002623497305,"gpt":0.1807338690424707,"spread":0.1718038664189734,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001070585,0.0001430053,0.0001535802,0.00001653072,0.0001375162,0.00009610353,0.0001474663,0.00007904325,0.0008450678],"category_scores_gemma":[0.00004783357,0.00006270175,0.00007867887,0.0005195268,0.00005171845,0.000203038,0.0001132782,0.000123157,0.00006218553],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005507201,"about_ca_system_score_gemma":0.000009410871,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004803028,"about_ca_topic_score_gemma":0.02007901,"domain_scores_codex":[0.9988412,0.00006583604,0.0002291123,0.000386628,0.0002020795,0.0002751925],"domain_scores_gemma":[0.9996651,0.00002589739,0.00006045265,0.0001009464,0.00005843625,0.00008912679],"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":[0.0001423063,0.001634137,0.08706085,0.00005723821,0.0001349651,0.001336384,0.0005569857,0.0004692454,0.3586585,0.1318095,0.06350246,0.3546374],"study_design_scores_gemma":[0.0003317532,0.0001499295,0.7095212,0.00003327692,0.00001364929,0.00004212976,0.001328164,0.0001015941,0.007360842,0.003485007,0.2772767,0.0003558039],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9793726,0.0003567183,0.00001677197,0.008843887,0.0003970859,0.0001532748,0.00001690627,0.00008480936,0.01075796],"genre_scores_gemma":[0.9870325,0.000078211,0.0002129237,0.000353813,0.0002119041,0.00003104094,0.0001426747,0.000001410907,0.01193555],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6224603,"threshold_uncertainty_score":0.997802,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2166162513","doi":"10.4129/ifm.2012.2.05","title":"National inventory in the framework of the UNFCCC/Kyoto Protocol as a tool for planning mitigation measures to be included in rural development strategies in Italy","year":2012,"lang":"en","type":"article","venue":"L’Italia forestale e montana","topic":"Urban Planning and Valuation","field":"Environmental Science","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":"Humanities; Political science; Greenhouse gas; Art","authors":[{"name":"Rocío Dánica Cóndor","is_ca":false},{"name":"Marina Vitullo","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04441296393178109,"gpt":0.3220503640249816,"spread":0.2776374000932005,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001315153,0.0001293769,0.0001201426,0.00009266298,0.00009146732,0.00003686665,0.0002788827,0.00008309816,0.00002542101],"category_scores_gemma":[0.0003235547,0.00009181547,0.00003807646,0.0004183678,0.00006672004,0.000408936,0.00008560983,0.0001461359,0.000006401491],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000417211,"about_ca_system_score_gemma":0.00008797397,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004944446,"about_ca_topic_score_gemma":0.004599451,"domain_scores_codex":[0.9983935,0.0001252556,0.0003840822,0.0001528478,0.0006625755,0.0002816845],"domain_scores_gemma":[0.999571,0.0001217201,0.0001175724,0.0001390763,0.00001602657,0.00003463886],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009776801,0.0001507062,0.956722,0.00002265099,0.000005431019,0.000001195361,0.02811782,0.01051303,0.0006481454,0.002284274,0.000936889,0.0005001214],"study_design_scores_gemma":[0.0004637807,0.00006109791,0.9841783,0.0001761103,0.000002987795,0.000002010231,0.00536035,0.0008951199,0.0006827097,0.007030415,0.001010103,0.0001370256],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9843695,0.00001076541,0.000183402,0.0002451942,0.0000536954,0.01371664,0.000006546265,0.000008403395,0.001405874],"genre_scores_gemma":[0.979315,7.303801e-8,0.001073231,0.0001993354,0.00002559568,0.0192897,0.00001785517,0.000009539573,0.00006961165],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02745631,"threshold_uncertainty_score":0.3744126,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W7133215297","doi":"10.36253/ifm-691","title":"LA GESTIONE FORESTALE SOSTENIBILE - GFS - NEL QUADRO DEI VIGENTI ACCORDI INTERNAZIONALI","year":2013,"lang":"","type":"article","venue":"L’Italia forestale e montana","topic":"Whitehead's Philosophy and Applications","field":"Environmental Science","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":"Christian ministry; Context (archaeology); Summit; Homogeneous","authors":[{"name":"Giovanna Toffanin","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.009810299570087895,"gpt":0.2222786696901314,"spread":0.2124683701200435,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0004538772,0.001035742,0.0007476264,0.0002049123,0.001028531,0.0006505486,0.001693393,0.0006224535,0.01755626],"category_scores_gemma":[0.00007048118,0.001063914,0.0006619954,0.0009689542,0.001704431,0.00217899,0.001205103,0.0008695916,0.01217433],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006858156,"about_ca_system_score_gemma":0.00009297558,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006452533,"about_ca_topic_score_gemma":0.003021586,"domain_scores_codex":[0.9938343,0.000222163,0.001378831,0.001740611,0.001267382,0.001556697],"domain_scores_gemma":[0.9962252,0.0002486324,0.0005898613,0.001829589,0.00009479241,0.001011877],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004402133,0.007983436,0.5258213,0.0005868269,0.001024401,0.0007389241,0.005943006,0.006348539,0.03534122,0.09994047,0.163968,0.1518637],"study_design_scores_gemma":[0.002674939,0.0008784903,0.7708566,0.0004402872,0.0004272003,0.0004832465,0.002781808,0.01281167,0.003089428,0.1406371,0.06184975,0.00306943],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9384437,0.0008521598,0.002515446,0.002597329,0.0008244896,0.002674882,0.000771271,0.0002513969,0.0510693],"genre_scores_gemma":[0.9813764,0.000185858,0.001462375,0.0004271749,0.0004805105,0.0009671979,0.0002910122,0.000174094,0.01463535],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2450354,"threshold_uncertainty_score":0.9991811,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4387879605","doi":"10.36253/ifm-1110","title":"GO-SURF: sistema di supporto alle decisioni per un approccio partecipativo alla gestione forestale","year":2023,"lang":"it","type":"article","venue":"L’Italia forestale e montana","topic":"Forest Management and Policy","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"","funders":"Infrastructure Canada","keywords":"Humanities; Political science; Art","authors":[{"name":"Francesca Giannetti","is_ca":false},{"name":"Davide Travaglini","is_ca":false},{"name":"Walter Mattioli","is_ca":false},{"name":"Piermaria Corona","is_ca":false},{"name":"Emanula Lombardo","is_ca":false},{"name":"Yamuna Giambastiani","is_ca":false},{"name":"Ilaria Zorzi","is_ca":false},{"name":"Giovanni D’Amico","is_ca":false},{"name":"Elia Vangi","is_ca":false},{"name":"Marta Chiesi","is_ca":false},{"name":"Fabio Maselli","is_ca":false},{"name":"Remo Bertani","is_ca":false},{"name":"Simone Scopetani","is_ca":false},{"name":"Simone Carrara","is_ca":false},{"name":"Gherardo Chirici","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02004488317051379,"gpt":0.2509739154645707,"spread":0.2309290322940569,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0009417714,0.001221721,0.001028576,0.0004578435,0.001315788,0.0004081366,0.001646363,0.0005572327,0.01518035],"category_scores_gemma":[0.0002271571,0.00120592,0.0007523318,0.001979409,0.001131656,0.001202367,0.001885505,0.0005792414,0.04855525],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005945917,"about_ca_system_score_gemma":0.00009486468,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002205848,"about_ca_topic_score_gemma":0.00513541,"domain_scores_codex":[0.9918036,0.0002626997,0.001515369,0.001885984,0.002093691,0.002438657],"domain_scores_gemma":[0.9959815,0.0003604754,0.0005940937,0.002012795,0.00006765629,0.0009835279],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0004279771,0.001069112,0.2900258,0.0003583595,0.0005850677,0.002297558,0.006333669,0.01283846,0.0004113221,0.006821151,0.6604742,0.01835729],"study_design_scores_gemma":[0.002539704,0.001058851,0.4901508,0.0002919171,0.0003454758,0.0001319387,0.001132342,0.02330224,0.0002036757,0.003580748,0.4749105,0.002351771],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9234416,0.0006514923,0.0002069989,0.00216682,0.001358534,0.002199507,0.0005412168,0.0006529836,0.06878088],"genre_scores_gemma":[0.8133379,0.001424075,0.0004325066,0.0002567091,0.0003845847,0.0003345214,0.0007943396,0.0002232385,0.1828121],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.200125,"threshold_uncertainty_score":0.9999844,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W7133232371","doi":"10.36253/ifm-593","title":"Recensioni","year":2013,"lang":"","type":"article","venue":"L’Italia forestale e montana","topic":"Plant Ecology and Soil Science","field":"Environmental Science","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":"Flora (microbiology); Opera; George (robot); Population","authors":[{"name":"Giovanni Bernetti","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.006281986850559214,"gpt":0.1852328526974293,"spread":0.1789508658468701,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0004551887,0.0004818889,0.000426358,0.00008438745,0.0008545626,0.0002227677,0.001054824,0.0004058831,0.05144431],"category_scores_gemma":[0.0001165378,0.0004443777,0.0001973624,0.0006661109,0.001400208,0.001591314,0.0006485922,0.000454793,0.03768215],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003741186,"about_ca_system_score_gemma":0.00005235868,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00348714,"about_ca_topic_score_gemma":0.005918391,"domain_scores_codex":[0.996045,0.0001193959,0.0006161205,0.001066749,0.0007322472,0.001420485],"domain_scores_gemma":[0.9980882,0.0001294935,0.0002323349,0.0008249039,0.00003099216,0.0006940801],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006577335,0.0007518485,0.6291049,0.00004938513,0.00009325633,0.0007298784,0.001915704,0.001539287,0.01131102,0.005274715,0.2843134,0.06485096],"study_design_scores_gemma":[0.0004415003,0.0002966243,0.9571136,0.00004674689,0.00003928037,0.0001564678,0.0005298835,0.01000395,0.0007540733,0.01385674,0.01602046,0.0007406298],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8939835,0.0003190053,0.00005626092,0.003000959,0.001632381,0.000822761,0.00007117832,0.00008863297,0.1000253],"genre_scores_gemma":[0.9679439,0.0002978129,0.000598303,0.0009585398,0.0001002901,0.00006748486,0.00001771289,0.00002996191,0.02998602],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3280088,"threshold_uncertainty_score":0.9998008,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4395072543","doi":"10.36253/ifm-1131","title":"Riflessioni sullo stato di “abbandono” dei popolamenti forestali: bene auspicato o paventata negatività?","year":2024,"lang":"it","type":"article","venue":"L’Italia forestale e montana","topic":"Forest Management and Policy","field":"Environmental Science","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":"Computer science; Humanities; Philosophy","authors":[{"name":"Gianpiero Andreatta","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01323301557918338,"gpt":0.2581172269769486,"spread":0.2448842113977652,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","scholarly_communication","insufficient_payload"],"consensus_categories":["metaepi_narrow","insufficient_payload"],"category_scores_codex":[0.0006463526,0.001377164,0.0009438895,0.0005202673,0.0008520643,0.001570203,0.001636484,0.0004535423,0.0144885],"category_scores_gemma":[0.00007887968,0.001296715,0.0007888942,0.001834595,0.0009957772,0.002263877,0.001783811,0.0008243229,0.01184684],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001090624,"about_ca_system_score_gemma":0.0001509271,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008841575,"about_ca_topic_score_gemma":0.006846976,"domain_scores_codex":[0.9921049,0.0002544902,0.00140378,0.002124978,0.001720362,0.0023915],"domain_scores_gemma":[0.9964995,0.0002214429,0.0003678893,0.001865707,0.00003088414,0.001014599],"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":[0.0004932802,0.001630574,0.2080789,0.001483016,0.001257491,0.004366759,0.006578126,0.002153283,0.002490773,0.1112597,0.618579,0.04162913],"study_design_scores_gemma":[0.003072743,0.001584925,0.106859,0.001744242,0.001199559,0.0001389905,0.001729109,0.02737676,0.002259499,0.01662807,0.8336266,0.003780477],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9139867,0.004913288,0.0004736379,0.003018067,0.00370672,0.002602136,0.001818448,0.0006937617,0.06878722],"genre_scores_gemma":[0.8711533,0.00101538,0.0003282101,0.0002664728,0.0005776027,0.0001867971,0.0005576866,0.0002670792,0.1256475],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2150476,"threshold_uncertainty_score":0.9998979,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2745792005","doi":"10.36253/ifm-531","title":"LA CONSERVAZIONE DELLA BIODIVERSITÀ NEI SISTEMI FORESTALI 2. SPECIE, STRUTTURE, PROCESSI","year":2003,"lang":"","type":"article","venue":"L’Italia forestale e montana","topic":"Hermeneutics and Narrative Identity","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"","funders":"U.S. Forest Service; University of Cambridge; Entomological Society of Canada; U.S. Department of Agriculture","keywords":"Context (archaeology); Biodiversity; Silviculture; Geography; Forest management; Computer science; Environmental resource management; Ecology; Forestry; Environmental science; Biology; Archaeology","authors":[{"name":"Orazio Ciancio","is_ca":false},{"name":"Susanna Nocentini","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02380715227632539,"gpt":0.2245909124813682,"spread":0.2007837602050428,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","scholarly_communication","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0007198773,0.001063551,0.00100483,0.0003459865,0.00211268,0.001800198,0.0007253805,0.0005353828,0.006866022],"category_scores_gemma":[0.0001973747,0.001048614,0.0006492435,0.0004245394,0.00193288,0.001096941,0.0002679512,0.0007777184,0.0005962354],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003943347,"about_ca_system_score_gemma":0.0004948562,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001278786,"about_ca_topic_score_gemma":0.03958334,"domain_scores_codex":[0.9946302,0.0004822561,0.001218937,0.001223858,0.00103999,0.001404774],"domain_scores_gemma":[0.996909,0.0002325356,0.0006680092,0.0009274377,0.0005908156,0.0006722215],"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":[0.0002390715,0.001165744,0.04756675,0.0008526839,0.000758884,0.001556674,0.008383428,0.00005359259,0.0001476938,0.8514963,0.08665786,0.001121285],"study_design_scores_gemma":[0.002450833,0.0006063189,0.01018827,0.0003782221,0.0004951719,0.00013411,0.0140739,0.0002054361,0.0006685335,0.01599739,0.953185,0.00161687],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5763841,0.003315467,0.00002627984,0.0002478706,0.001795064,0.0009477302,0.00144178,0.0001165319,0.4157252],"genre_scores_gemma":[0.9187741,0.0007469931,0.00008190399,0.0003058401,0.0004501897,0.00004229806,0.0001571875,0.0001142374,0.07932729],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8665271,"threshold_uncertainty_score":0.999236,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}