{"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":"5e483085deea","filters":{"venue":"Revue Française de Photogrammétrie et de Télédétection"}},"results":[{"id":"W3158028632","doi":"10.52638/rfpt.2018.393","title":"ESTIMATION DES CONCENTRATIONS DE SEDIMENTS EN SUSPENSION DANS LES EAUX COTIERES A PARTIR D'IMAGES PLEIADES","year":2020,"lang":"fr","type":"article","venue":"Revue Française de Photogrammétrie et de Télédétection","topic":"Remote Sensing and LiDAR Applications","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":"Effigis (Canada); Public Works and Government Services Canada; Université de Sherbrooke","funders":"","keywords":"Forestry; Humanities; Geology; Physics; Geography; Art","authors":[{"name":"Yacine Bouroubi","is_ca":true},{"name":"Marc Desrosiers","is_ca":true},{"name":"Thuy Nguyen-Xuan","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01991520322074648,"gpt":0.271519828017735,"spread":0.2516046247969885,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004099513,0.0006075954,0.0003295188,0.0008771581,0.0004095091,0.000860105,0.0003528493,0.0004596791,0.001331081],"category_scores_gemma":[0.0007395049,0.0003519711,0.0005111877,0.000833341,0.0002597487,0.0003783729,0.0003808084,0.0005099557,0.0005467289],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006315606,"about_ca_system_score_gemma":0.0009993103,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04688357,"about_ca_topic_score_gemma":0.1023197,"domain_scores_codex":[0.9996927,0.0000244547,0.00001259789,0.00009809346,0.0001432462,0.00002891921],"domain_scores_gemma":[0.9996812,0.00008076685,0.00004439587,0.00002665848,0.0001531989,0.0000136773],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0006501442,0.0001714857,0.1799679,0.0007420258,0.0002856694,0.0004365599,0.001771012,0.09415658,0.4384519,0.001030406,0.001358321,0.2809779],"study_design_scores_gemma":[0.00004144051,0.0004151969,0.4354695,0.0001185726,0.0002416085,0.0002729625,0.00142947,0.2235187,0.3207493,0.000720795,0.01690019,0.000122159],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.8904406,0.0008227532,0.1001831,0.0001326069,0.0000459578,0.00009984184,0.001289821,0.001395439,0.005589852],"genre_scores_gemma":[0.8708167,0.0008212316,0.1178883,0.00005654333,0.00001073886,0.0001005735,0.001409156,0.0001876776,0.008709136],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.04688357,"threshold_uncertainty_score":0.09322137,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3158114848","doi":"10.52638/rfpt.2015.539","title":"CARTOGRAPHIE PAR TELEDETECTION DE L’EVOLUTION DES PLANTATIONS RESINEUSES DANS L’EST DE LA FORÊT BOREALE CANADIENNE","year":2015,"lang":"fr","type":"article","venue":"Revue Française de Photogrammétrie et de Télédétection","topic":"African Botany and Ecology 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":true},"ca_institutions":"Université du Québec en Abitibi-Témiscamingue","funders":"","keywords":"Forestry; Physics; Humanities; Political science; Geography; Art","authors":[{"name":"Osvaldo Valeria","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01875518671718851,"gpt":0.2426669128574471,"spread":0.2239117261402586,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002335849,0.0003768907,0.0002948435,0.002739188,0.0005705566,0.0006597724,0.0003391404,0.0002572065,0.004989265],"category_scores_gemma":[0.0002501615,0.0002324928,0.0003752012,0.002479967,0.0002482202,0.0002359488,0.0002071188,0.000295705,0.001141691],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002139023,"about_ca_system_score_gemma":0.001638727,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.6148654,"about_ca_topic_score_gemma":0.8494458,"domain_scores_codex":[0.999752,0.00001138529,0.000004610605,0.00007961432,0.000110856,0.00004156947],"domain_scores_gemma":[0.9995358,0.00004999821,0.00006072443,0.00003093571,0.000276679,0.00004580862],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000411918,0.0001405037,0.5995079,0.000452959,0.0002122241,0.0005584737,0.002852351,0.01410632,0.189285,0.0004470607,0.008405355,0.1836199],"study_design_scores_gemma":[0.000006566166,0.00003547111,0.9850994,0.00001106527,0.00002140842,0.00007792478,0.000324808,0.005386482,0.003096904,0.00002197586,0.005899932,0.00001796659],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9643645,0.0004477463,0.00904425,0.0001087578,0.00003074461,0.0001105837,0.01236882,0.0008774832,0.01264712],"genre_scores_gemma":[0.9542939,0.0003814195,0.01882015,0.00004774762,0.00001542173,0.0001222432,0.008256763,0.00007990855,0.01798243],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3851346,"threshold_uncertainty_score":0.7748055,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3159616420","doi":"10.52638/rfpt.2018.320","title":"Estimation des concentrations de sédiments en mer à partir d'images Pléiades","year":2018,"lang":"fr","type":"article","venue":"Revue Française de Photogrammétrie et de Télédétection","topic":"Remote Sensing and LiDAR Applications","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":"Public Works and Government Services Canada; Effigis (Canada)","funders":"","keywords":"Geology; Mineralogy; Remote sensing; Environmental science","authors":[{"name":"Yacine Bouroubi","is_ca":true},{"name":"Marc Desrosiers","is_ca":true},{"name":"Thuy Nguyen-Xuan","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0126857797643921,"gpt":0.2845909946858741,"spread":0.271905214921482,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005060136,0.0007210541,0.0003445287,0.00081847,0.0003341808,0.0008756575,0.0004165662,0.0005260244,0.002097189],"category_scores_gemma":[0.0009716701,0.0003911977,0.0005375358,0.0007590725,0.0002857399,0.0004931791,0.0004574193,0.000550482,0.0008293845],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004789305,"about_ca_system_score_gemma":0.0006960936,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02167063,"about_ca_topic_score_gemma":0.04921262,"domain_scores_codex":[0.9996678,0.00003520486,0.00001415425,0.000109097,0.0001439037,0.00002977932],"domain_scores_gemma":[0.9995739,0.0001195571,0.00005672946,0.00005304951,0.0001817421,0.00001501442],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.000734826,0.0002072092,0.1258565,0.0006597814,0.0002788795,0.0003679958,0.001358847,0.1130597,0.3535948,0.001682486,0.002374324,0.3998247],"study_design_scores_gemma":[0.0000423963,0.0004022086,0.259924,0.0001227565,0.000173478,0.0002697855,0.001035374,0.3805883,0.3367801,0.001263976,0.01926659,0.000131083],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.698969,0.0008632785,0.2847122,0.0002439152,0.00008220752,0.0001812662,0.002123057,0.003273014,0.009552042],"genre_scores_gemma":[0.7260234,0.0007375989,0.2591076,0.00008764939,0.00001927095,0.000155784,0.001822238,0.0003179755,0.01172835],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02167063,"threshold_uncertainty_score":0.04308903,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3158395905","doi":"10.52638/rfpt.2015.553","title":"EDITORIAL DU N°211_213 SPECIAL FORÊT","year":2020,"lang":"fr","type":"article","venue":"Revue Française de Photogrammétrie et de Télédétection","topic":"Seedling growth and survival studies","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":"Medicine; Psychology; Philosophy","authors":[{"name":"Sylvie Durrieu","is_ca":false},{"name":"Anne Joly","is_ca":false},{"name":"Osvaldo Valeria","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01270748387129839,"gpt":0.2312491772650768,"spread":0.2185416933937784,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003795056,0.002187259,0.002040972,0.003505259,0.002620445,0.005232345,0.002061341,0.007415558,0.07109161],"category_scores_gemma":[0.01413943,0.0008090852,0.001885029,0.001857003,0.001551929,0.00316606,0.00198184,0.005704931,0.04885658],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002553952,"about_ca_system_score_gemma":0.002600524,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005401031,"about_ca_topic_score_gemma":0.009890473,"domain_scores_codex":[0.9972128,0.0005018536,0.0003259364,0.0004517245,0.001220606,0.0002869928],"domain_scores_gemma":[0.9891046,0.002588549,0.0007049816,0.0005545858,0.005816836,0.001230404],"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":[0.00002493459,0.000006638538,0.0000237793,0.00009927298,0.00000284676,0.00004393372,0.000005710924,0.0000135474,0.00004969937,0.0001926179,0.993936,0.005600954],"study_design_scores_gemma":[0.000008868434,0.000008579742,0.0001971896,0.0001833134,0.000004716202,0.0000638112,0.00001339149,0.00002531702,0.00004896753,0.0002126099,0.9992284,0.00000502322],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.00005777387,0.004784796,0.0001511351,0.01638182,0.9685422,0.00003487739,0.000203176,0.00007785148,0.009766296],"genre_scores_gemma":[0.00105744,0.007302539,0.0002554531,0.0217477,0.8638386,0.0001055381,0.0004054276,0.0001255383,0.1051618],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.07109161,"threshold_uncertainty_score":0.2378252,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}