{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":4,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":4,"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":"a5fef9f8f7a4","filters":{"venue":"Tasks for vegetation science"}},"results":[{"id":"W781213939","doi":"10.1007/978-94-007-0632-3_15","title":"Animal Life Cycle Models","year":2003,"lang":"en","type":"book-chapter","venue":"Tasks for vegetation science","topic":"Species Distribution and Climate Change","field":"Environmental Science","cited_by":20,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Canadian Forest Service","funders":"","keywords":"Poikilotherm; Phenology; Ecology; Population; Field (mathematics); Computer science; Environmental science; Biology; Mathematics; Demography; Sociology","authors":[{"name":"Jacques Régnière","is_ca":true},{"name":"Jesse A. Logan","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.05482888178812318,"gpt":0.277077443879985,"spread":0.2222485620918618,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003778207,0.0008214348,0.0004317768,0.0004761474,0.0003079896,0.0008388038,0.0009891443,0.0006970413,0.02374568],"category_scores_gemma":[0.0009158747,0.0002813428,0.0005726222,0.0005919783,0.0004421491,0.00115076,0.0004406695,0.001065635,0.005626673],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006809066,"about_ca_system_score_gemma":0.0003782347,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002903264,"about_ca_topic_score_gemma":0.002818824,"domain_scores_codex":[0.9999119,0.00003159629,0.000003020825,0.00002210521,0.00002493196,0.000006548809],"domain_scores_gemma":[0.9998037,0.0001015749,0.000009677419,0.00004531446,0.00002669355,0.00001302562],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0000137926,0.00003548466,0.0003459441,0.00007619086,0.00002575546,0.00004406839,0.0001054089,0.07710303,0.0003529495,0.7938616,0.05442595,0.07360978],"study_design_scores_gemma":[0.000007666477,0.00001209095,0.0002333219,0.00003555944,0.00001489429,0.0000530871,0.00002655138,0.114614,0.0001685119,0.6905664,0.1942591,0.000008754707],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.007556557,0.00662764,0.5565163,0.003187634,0.0008281323,0.00006562149,0.001888697,0.0009696258,0.4223597],"genre_scores_gemma":[0.3122072,0.01264305,0.1469753,0.001662244,0.0009420781,0.0005223956,0.004551558,0.000872401,0.5196236],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.02374568,"threshold_uncertainty_score":0.07943726,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4250706789","doi":"10.1007/978-94-007-0632-3_9","title":"Tropical Dry Climates","year":2003,"lang":"en","type":"book-chapter","venue":"Tasks for vegetation science","topic":"Ecology and Vegetation Dynamics Studies","field":"Environmental Science","cited_by":13,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Alberta","funders":"","keywords":"Geography; Environmental science","authors":[{"name":"Arturo Sánchez‐Azofeifa","is_ca":true},{"name":"Margaret Kalácska","is_ca":true},{"name":"Maurício Quesada","is_ca":false},{"name":"Kathryn E. Stoner","is_ca":false},{"name":"Jorge Lobo","is_ca":false},{"name":"Pablo Arroyo-Mora","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0186377523638223,"gpt":0.2676594136446819,"spread":0.2490216612808596,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002301226,0.000399054,0.0001847055,0.0004440922,0.001531302,0.001769697,0.0003086472,0.0002886695,0.06671999],"category_scores_gemma":[0.0004365332,0.0001464519,0.00016363,0.0009140013,0.0009199152,0.00118042,0.001517774,0.0009355979,0.008907102],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008704122,"about_ca_system_score_gemma":0.00133228,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01296283,"about_ca_topic_score_gemma":0.0384299,"domain_scores_codex":[0.9999168,0.00001109761,0.000003161674,0.00001352766,0.00002266936,0.00003268044],"domain_scores_gemma":[0.9999019,0.0000140953,0.00001038083,0.00001692467,0.00001584152,0.00004085766],"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":[0.00008046027,0.00003188291,0.002769664,0.0004205907,0.00001127855,0.0003030831,0.004725256,0.0007469357,0.003159427,0.2741067,0.4186504,0.2949945],"study_design_scores_gemma":[0.000002455027,0.000004214624,0.003299776,0.00003679987,0.000001933985,0.00007192947,0.0004371635,0.00002771904,0.0001004127,0.005549836,0.9904653,0.000002545238],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.009534622,0.009357578,0.001884604,0.004822152,0.001403235,0.00005083681,0.000835766,0.0003282051,0.9717829],"genre_scores_gemma":[0.1063203,0.01247117,0.002305902,0.001947692,0.001040528,0.00006321448,0.001001242,0.0002499151,0.8746],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.06671999,"threshold_uncertainty_score":0.2232006,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2508306528","doi":"10.1007/978-3-319-27093-7_14","title":"Salt Contaminated Water Phytotreatment by Constructed Wetland","year":2016,"lang":"en","type":"book-chapter","venue":"Tasks for vegetation science","topic":"Constructed Wetlands for Wastewater Treatment","field":"Environmental Science","cited_by":8,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Université Laval","funders":"","keywords":"Halophyte; Environmental science; Phytoremediation; Wetland; Soil salinity; Contamination; Environmental engineering; Salt (chemistry); Brine; Salinity; Soil water; Chemistry; Soil science; Geology; Ecology","authors":[{"name":"B. Morteau","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.008925960584725041,"gpt":0.2242537021011638,"spread":0.2153277415164387,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00005359953,0.0003413554,0.0001165391,0.0002627574,0.0002201185,0.0006010045,0.0002962702,0.0002599553,0.00417802],"category_scores_gemma":[0.00003396646,0.0001093694,0.0002420576,0.0003778637,0.0003073256,0.0005125329,0.0002664316,0.0003491435,0.001494168],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005030876,"about_ca_system_score_gemma":0.000362262,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001539327,"about_ca_topic_score_gemma":0.004194316,"domain_scores_codex":[0.9999664,0.000002264126,0.000001274149,0.000006896437,0.00001868624,0.000004396579],"domain_scores_gemma":[0.9999909,0.000002099797,0.000001040906,0.000001954517,0.000002755436,0.000001216566],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00007268118,0.0001225591,0.0004723946,0.0005800474,0.00001385961,0.000293351,0.0002925395,0.00226167,0.2070451,0.09050587,0.03414022,0.6641997],"study_design_scores_gemma":[0.000006244215,0.0000721461,0.001835363,0.00006633972,0.00001158315,0.0003076421,0.00009548794,0.001879848,0.1490101,0.01503682,0.8316647,0.00001379053],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1061831,0.05330729,0.12966,0.002652766,0.002216156,0.0001713677,0.0006684522,0.001190962,0.7039499],"genre_scores_gemma":[0.2014025,0.02832955,0.02879597,0.0003347131,0.0002266302,0.00006610384,0.0004513341,0.0001717682,0.7402215],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.00417802,"threshold_uncertainty_score":0.01397687,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2183146289","doi":"10.1007/978-3-319-27093-7_19","title":"Effects of Competition, Salinity and Disturbance on the Growth of Poa pratensis (Kentucky Bluegrass) and Puccinellia nuttalliana (Nuttall’s Alkaligrass)","year":2016,"lang":"en","type":"book-chapter","venue":"Tasks for vegetation science","topic":"Ecology and Vegetation Dynamics Studies","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Thompson Rivers University","funders":"","keywords":"Poa pratensis; Agronomy; Competition (biology); Halophyte; Salinity; Biology; Biomass (ecology); Poaceae; Ecology","authors":[{"name":"Ashleigh Anne Gilbert","is_ca":true},{"name":"Lauchlan H. Fraser","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.009883927456465318,"gpt":0.2278898725596228,"spread":0.2180059451031575,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001122129,0.000204717,0.0001271805,0.00009698066,0.0001866168,0.0003433522,0.0002362543,0.0001335069,0.003071276],"category_scores_gemma":[0.0001520316,0.0001162067,0.0001474153,0.0001686309,0.0002041918,0.0003203807,0.0003289883,0.0003768006,0.0004265566],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006977215,"about_ca_system_score_gemma":0.0002266212,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01824452,"about_ca_topic_score_gemma":0.05872872,"domain_scores_codex":[0.9999677,0.000005861697,0.000001624935,0.000009352691,0.00001025256,0.000005198944],"domain_scores_gemma":[0.9999157,0.00003989036,0.00001247097,0.000003913674,0.0000117324,0.00001632885],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.001812319,0.0005290845,0.2058204,0.0004323621,0.0002431255,0.001036048,0.002435042,0.009630914,0.3709137,0.008495305,0.01881612,0.3798355],"study_design_scores_gemma":[0.00001512431,0.0003814598,0.9616391,0.00003585461,0.00003947341,0.0001938885,0.0006098935,0.004245216,0.01044594,0.00332509,0.01903783,0.00003099669],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9770166,0.003973874,0.0005263559,0.0003158853,0.0000578072,0.000004459798,0.0004309627,0.00002078558,0.01765342],"genre_scores_gemma":[0.9520506,0.001965996,0.0005013995,0.000124809,0.0000187855,0.00001060752,0.000691339,0.00002424486,0.04461227],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01824452,"threshold_uncertainty_score":0.03627664,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}