{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":3,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":3,"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":"bfc68abcdc0d","filters":{"venue":"Ambiances"}},"results":[{"id":"W2576501426","doi":"10.4000/ambiances.756","title":"From History to Architectural Imagination: A physical ambiences laboratory to interpret past sensory experiences and speculate on future spaces","year":2016,"lang":"en","type":"article","venue":"Ambiances","topic":"Architecture and Computational Design","field":"Engineering","cited_by":12,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Architectural engineering; Reinterpretation; Engineering; Visual arts; Humanities; Art; Aesthetics","authors":[{"name":"Claude M. H. Demers","is_ca":false},{"name":"André Potvin","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.005575474736583408,"gpt":0.210973339726021,"spread":0.2053978649894376,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002660285,0.0005690308,0.0003109512,0.002345528,0.002854063,0.007632214,0.001106997,0.00123665,0.007073752],"category_scores_gemma":[0.003655217,0.0003220083,0.0004603098,0.001005333,0.02488652,0.01406994,0.006097507,0.002419002,0.0007076386],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001722264,"about_ca_system_score_gemma":0.001387875,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001241067,"about_ca_topic_score_gemma":0.003533188,"domain_scores_codex":[0.9986007,0.001069765,0.00002767745,0.0001048848,0.0001125527,0.00008444266],"domain_scores_gemma":[0.9976707,0.001516941,0.0001036543,0.000378536,0.0001231818,0.000206847],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00008856911,0.000113625,0.003256524,0.0002797265,0.00001829425,0.0008868614,0.1889957,0.001601592,0.002545974,0.7438904,0.006267348,0.05205531],"study_design_scores_gemma":[0.00003773037,0.0001869613,0.004402663,0.0005672134,0.00001827576,0.001026924,0.1822356,0.002627256,0.001695634,0.5684379,0.2386769,0.0000868245],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.291947,0.009173896,0.1150903,0.02197549,0.0008795823,0.0001844218,0.0002698962,0.0003792276,0.5601002],"genre_scores_gemma":[0.9593535,0.002110819,0.02508177,0.0009167218,0.0001541149,0.0001136961,0.0001028321,0.0001047554,0.01206168],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.007632214,"threshold_uncertainty_score":0.02366406,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2904094440","doi":"10.4000/ambiances.1688","title":"Climate Form Finding for Architectural Inhabitability","year":2018,"lang":"en","type":"article","venue":"Ambiances","topic":"Urban Green Space and Health","field":"Environmental Science","cited_by":5,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"","funders":"Université Laval","keywords":"Habitability; Architectural engineering; Architecture; Computer science; Relation (database); Representation (politics); Architectural design; Process (computing); Architectural geometry; Reflection (computer programming); Architectural model; Systems engineering; Engineering; Visual arts","authors":[{"name":"Louise Mazauric","is_ca":false},{"name":"Claude M. H. Demers","is_ca":false},{"name":"André Potvin","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02658000982709434,"gpt":0.2968056913465138,"spread":0.2702256815194194,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003922315,0.0007565831,0.0002814724,0.0007538717,0.001366191,0.00461556,0.0006881377,0.0006989271,0.007566406],"category_scores_gemma":[0.01052129,0.0004564488,0.0007513039,0.0003723373,0.0041223,0.0025942,0.003268067,0.0007134363,0.0004231072],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001122513,"about_ca_system_score_gemma":0.0007720363,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008056037,"about_ca_topic_score_gemma":0.002597254,"domain_scores_codex":[0.9963135,0.002447581,0.0001206611,0.0003535277,0.0005534649,0.0002112327],"domain_scores_gemma":[0.9949306,0.003399663,0.0003616992,0.0007078954,0.0004044597,0.0001956555],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0009105114,0.0008411102,0.05995078,0.002359017,0.0001508966,0.001200832,0.1667076,0.04216843,0.1729493,0.2734007,0.001686155,0.2776749],"study_design_scores_gemma":[0.0003395504,0.005548099,0.1500399,0.001133107,0.0007760317,0.003436367,0.1781485,0.0790366,0.1570646,0.1921434,0.2317298,0.0006039428],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7306018,0.0002984244,0.1781344,0.0005664525,0.00006609172,0.0003867428,0.00004696323,0.0002778421,0.08962137],"genre_scores_gemma":[0.9456213,0.00009012137,0.05154619,0.00003686087,0.000004813016,0.0001314754,0.00001881459,0.00006812638,0.002482384],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007566406,"threshold_uncertainty_score":0.02531213,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1863396972","doi":"10.4000/ambiances.413","title":"Ambiances et entre-deux","year":2014,"lang":"fr","type":"article","venue":"Ambiances","topic":"French Urban and Social Studies","field":"Social Sciences","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":"Humanities; Art; Philosophy","authors":[{"name":"Pedro José García Sánchez","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0330205343775434,"gpt":0.2798784217126642,"spread":0.2468578873351208,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00276951,0.0006560999,0.0003925631,0.001144061,0.01101957,0.0058978,0.0007520241,0.001314407,0.01420644],"category_scores_gemma":[0.003580861,0.0002688814,0.000431213,0.001430728,0.01569456,0.004710487,0.00622111,0.004434142,0.001395562],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01139367,"about_ca_system_score_gemma":0.004165675,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.09690753,"about_ca_topic_score_gemma":0.1126784,"domain_scores_codex":[0.9959745,0.001745176,0.00008196388,0.0005043267,0.0008240661,0.000870008],"domain_scores_gemma":[0.9984346,0.0003173678,0.0001773702,0.0001519193,0.0004379069,0.000480822],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.00008207785,0.00004149412,0.002553295,0.00007935739,0.00001115695,0.0007687105,0.1321366,0.0001172578,0.0005737955,0.8186508,0.01151209,0.03347336],"study_design_scores_gemma":[0.000009359397,0.00004223412,0.006072298,0.0001541151,0.000007412837,0.0003611729,0.05456223,0.00008688071,0.000205738,0.02614217,0.9123136,0.00004274223],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1266958,0.009072798,0.003779484,0.01791657,0.0009910627,0.00003481369,0.0002328027,0.000127086,0.8411495],"genre_scores_gemma":[0.8648069,0.002628902,0.0008703158,0.001500963,0.0002192539,0.00003221897,0.0001088919,0.00009559273,0.129737],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.09690753,"threshold_uncertainty_score":0.1926869,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}