{"meta":{"query_hash":"087b2b2f2226","filters":{"venue":"Collège de France eBooks"},"cohort_total":5,"direct_labels_cover":0,"predictions_cover":5,"exported":5,"export_cap":100000,"truncated":false,"label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12"},"permalink":"https://metacan.xera.ac/q/087b2b2f2226","api":"https://metacan.xera.ac/api/v1/cohort?venue=Coll%C3%A8ge+de+France+eBooks"},"results":[{"id":"W2789299239","doi":"10.4000/books.cdf.5177","title":"Approvisionnement en combustible ligneux et en bois dans le désert Oriental d’Égypte à l’époque romaine","year":2018,"lang":"fr","type":"book-chapter","venue":"Collège de France eBooks","topic":"Ancient Egypt and Archaeology","field":"Arts and Humanities","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université du Québec à Rimouski","funders":"","keywords":"Art; Geography","score_opus":0.012461416101593521,"score_gpt":0.22187666617528554,"score_spread":0.20941525007369202,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2789299239","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.26064724,0.03865014,0.032509346,0.003254355,0.0002711832,0.000066639775,0.00041117505,0.0005166186,0.6636733],"genre_scores_gemma":[0.55368894,0.018240547,0.026999043,0.00032250938,0.00006080589,0.00002472283,0.00045510227,0.00017626409,0.4000321],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9999211,0.000009521201,0.0000018929813,0.00001634817,0.00003515469,0.000016006685],"domain_scores_gemma":[0.9999236,0.000017182963,0.0000065124827,0.000005577683,0.00003395475,0.000013144616],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00020579911,0.0002716833,0.0001272091,0.00048460905,0.00089734787,0.0018896303,0.00037462843,0.000512264,0.013993637],"category_scores_gemma":[0.00016017746,0.00011342522,0.00018813669,0.0006628108,0.0006759147,0.0006073204,0.00051874557,0.00037399415,0.0014203103],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00021225889,0.00006323728,0.009681572,0.0011805309,0.000041262578,0.001957487,0.033836324,0.008743044,0.034075733,0.066106655,0.026617847,0.817484],"study_design_scores_gemma":[0.000007776779,0.000068198344,0.016513858,0.00038244337,0.000030741252,0.0009525248,0.018282522,0.0015140619,0.009365866,0.0062514385,0.94659674,0.000033794262],"about_ca_topic_score_codex":0.03879027,"about_ca_topic_score_gemma":0.08001,"teacher_disagreement_score":0.03879027,"about_ca_system_score_codex":0.0023679438,"about_ca_system_score_gemma":0.0008503927,"threshold_uncertainty_score":0.07712901},"labels":[],"label_agreement":null},{"id":"W2891026321","doi":"10.4000/books.cdf.5237","title":"Fuelwood and Wood Supplies in the Eastern Desert of Egypt during Roman Times","year":2018,"lang":"en","type":"book-chapter","venue":"Collège de France eBooks","topic":"Diverse Cultural and Historical Studies","field":"Social Sciences","cited_by":11,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université du Québec à Rimouski","funders":"","keywords":"Desert (philosophy); Geography; Forestry; Archaeology; Agroforestry; Ancient history; History; Environmental science; Political science; Law","score_opus":0.02076176163049259,"score_gpt":0.236187815106894,"score_spread":0.2154260534764014,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2891026321","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.30443245,0.0672893,0.00034355072,0.0015682476,0.00024612583,0.00001903766,0.00019746905,0.000017907181,0.62588584],"genre_scores_gemma":[0.87491137,0.027395763,0.00034136075,0.00017633858,0.00013299467,0.000010564514,0.00013264583,0.000013461877,0.09688551],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","domain_scores_codex":[0.99994457,0.000014899148,0.00000193289,0.0000071448044,0.000012004522,0.000019386154],"domain_scores_gemma":[0.9999707,0.000010673545,0.0000062655463,0.0000018550476,0.0000053690997,0.0000051733145],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00012736909,0.00023466996,0.00012383283,0.0008836115,0.0013894665,0.00139604,0.00024451964,0.0002273772,0.009847857],"category_scores_gemma":[0.00012698975,0.00008201461,0.000056163055,0.0018495022,0.0012641618,0.00065091206,0.00057359366,0.00035568135,0.00061812164],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00021420169,0.00012275061,0.013080284,0.00149927,0.000027927923,0.0038362136,0.12748607,0.0009790501,0.00285112,0.42845228,0.033168916,0.38828194],"study_design_scores_gemma":[0.000008727377,0.000038062546,0.035903953,0.0007523523,0.0000122617885,0.0009927714,0.04389684,0.00017988864,0.0007313266,0.009544134,0.9079267,0.000013071566],"about_ca_topic_score_codex":0.00610383,"about_ca_topic_score_gemma":0.022524213,"teacher_disagreement_score":0.009847857,"about_ca_system_score_codex":0.002097114,"about_ca_system_score_gemma":0.00057498587,"threshold_uncertainty_score":0.03294432},"labels":[],"label_agreement":null},{"id":"W4210859417","doi":"10.4000/books.cdf.12730","title":"La résistance des corps dans le recueil Jingai makyō (1939-1941) d’Oguri Mushitarō","year":2022,"lang":"fr","type":"book-chapter","venue":"Collège de France eBooks","topic":"Japanese History and Culture","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Canadian Heritage","funders":"","keywords":"Art","score_opus":0.021025902400487753,"score_gpt":0.23502327967549533,"score_spread":0.21399737727500756,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4210859417","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.23253536,0.041455615,0.001460553,0.007155407,0.002004973,0.000087655906,0.00022753696,0.000063483654,0.7150094],"genre_scores_gemma":[0.3699616,0.009412184,0.00060038274,0.00082719466,0.00031031974,0.0000623821,0.000098157485,0.000073918265,0.6186538],"study_design_codex":"qualitative","study_design_gemma":"not_applicable","domain_scores_codex":[0.9998827,0.000022090713,0.000006288082,0.000026414196,0.000019756377,0.000042695596],"domain_scores_gemma":[0.9998981,0.000036683712,0.000020249032,0.000009600507,0.000017381752,0.00001802122],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00027666573,0.00055648334,0.00023662894,0.0006472875,0.0053370204,0.0014403221,0.0003115563,0.0008396936,0.0076665417],"category_scores_gemma":[0.0004170521,0.0003332327,0.00018848287,0.001099805,0.0039051364,0.0015771518,0.0013916112,0.0016587711,0.0011886655],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00034626934,0.00005583991,0.008226791,0.0010707199,0.000028170174,0.0033697898,0.52742684,0.00027400992,0.0057862177,0.28467727,0.072179586,0.09655844],"study_design_scores_gemma":[0.000010659823,0.00005095707,0.016451826,0.00023075567,0.000020127682,0.00032044097,0.025878532,0.000043237713,0.00076046906,0.002474698,0.9537438,0.000014559887],"about_ca_topic_score_codex":0.031089686,"about_ca_topic_score_gemma":0.16418411,"teacher_disagreement_score":0.031089686,"about_ca_system_score_codex":0.0038139755,"about_ca_system_score_gemma":0.0019752278,"threshold_uncertainty_score":0.061817467},"labels":[],"label_agreement":null},{"id":"W4404258591","doi":"10.4000/12nre","title":"Realizing environmental protection through Indigenous laws: Lessons for international environmental law from the Canadian experience","year":2024,"lang":"fr","type":"book-chapter","venue":"Collège de France eBooks","topic":"Environmental law and policy","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Indigenous; Law; Environmental law; Political science; Ecology; Biology","score_opus":0.039186377609062316,"score_gpt":0.282207168973888,"score_spread":0.24302079136482566,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4404258591","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.016900085,0.015290483,0.0015551213,0.16608523,0.0012988118,0.000088761946,0.00014254823,0.00006734716,0.79857165],"genre_scores_gemma":[0.47047126,0.042293753,0.0068966295,0.04987642,0.0005075374,0.00012349401,0.0002500347,0.0003145108,0.42926627],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99227226,0.0010307331,0.00015177194,0.0005081055,0.0031446724,0.0028924765],"domain_scores_gemma":[0.99396956,0.0016880076,0.00013877486,0.00019491547,0.0022436827,0.0017650339],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0068860594,0.00078951154,0.00057779567,0.0023449187,0.04069382,0.01934495,0.0029067558,0.007068804,0.018576369],"category_scores_gemma":[0.009416876,0.0004962514,0.0007212266,0.00416158,0.021964239,0.008678119,0.005516267,0.0122815035,0.0009258813],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000015199542,0.000064321626,0.00069253513,0.00014419878,0.000009313862,0.0004952706,0.057088103,0.00031329616,0.00021181602,0.80820656,0.10445427,0.028304962],"study_design_scores_gemma":[0.000009909135,0.000010191841,0.0011619276,0.00032132142,0.000013383949,0.00011020456,0.045206886,0.00021159546,0.00016621534,0.023413729,0.92932993,0.000044654582],"about_ca_topic_score_codex":0.9930849,"about_ca_topic_score_gemma":0.99743265,"teacher_disagreement_score":0.21798077,"about_ca_system_score_codex":0.21798077,"about_ca_system_score_gemma":0.3444497,"threshold_uncertainty_score":0.9070315},"labels":[],"label_agreement":null},{"id":"W4410150875","doi":"10.4000/13vzz","title":"Qu’est-ce que le « poids » des raisons si la justification n’admet pas de degrés ?","year":2025,"lang":"fr","type":"book-chapter","venue":"Collège de France eBooks","topic":"Health, Medicine and Society","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université Laval","funders":"","keywords":"Philosophy","score_opus":0.054299292818322395,"score_gpt":0.3562555908917209,"score_spread":0.30195629807339847,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4410150875","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0027139036,0.015729098,0.0035465325,0.04121931,0.0020373424,0.000028505316,0.00008224455,0.000046589088,0.9345965],"genre_scores_gemma":[0.15818572,0.010786136,0.0036165016,0.014030216,0.002631742,0.00009942028,0.00012887319,0.00017935612,0.810342],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9986142,0.0006825433,0.000024853462,0.00017096796,0.0003448826,0.00016258756],"domain_scores_gemma":[0.99881977,0.0007059787,0.000064701475,0.00006755742,0.00025886364,0.0000831802],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0014872419,0.00055732863,0.0003394715,0.0008204432,0.0040993216,0.006234277,0.0007180007,0.003459831,0.017060967],"category_scores_gemma":[0.0030982299,0.00025934362,0.00035068172,0.00085377996,0.013641204,0.0058173775,0.0013361458,0.005212188,0.004617931],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000008239893,0.0000052629507,0.00006838748,0.000053530308,0.0000015797089,0.00005379484,0.004253303,0.00005072843,0.0000851216,0.9302756,0.05742162,0.007722934],"study_design_scores_gemma":[0.000005255847,0.000013583497,0.00035768095,0.00032873414,0.0000034528302,0.00012545603,0.003963308,0.0001603625,0.00012672826,0.16100357,0.8338999,0.000012003146],"about_ca_topic_score_codex":0.017942753,"about_ca_topic_score_gemma":0.026385488,"teacher_disagreement_score":0.017942753,"about_ca_system_score_codex":0.005949715,"about_ca_system_score_gemma":0.0045260205,"threshold_uncertainty_score":0.057074606},"labels":[],"label_agreement":null}]}