{"meta":{"query_hash":"f93987d55ca4","filters":{"venue":"International series on intelligent systems, control and automation: science and engineering"},"cohort_total":3,"direct_labels_cover":0,"predictions_cover":3,"exported":3,"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/f93987d55ca4","api":"https://metacan.xera.ac/api/v1/cohort?venue=International+series+on+intelligent+systems%2C+control+and+automation%3A+science+and+engineering"},"results":[{"id":"W2890148924","doi":"10.1007/978-3-319-97550-4_14","title":"EcoSim, an Enhanced Artificial Ecosystem: Addressing Deeper Behavioral, Ecological, and Evolutionary Questions","year":2018,"lang":"en","type":"book-chapter","venue":"International series on intelligent systems, control and automation: science and engineering","topic":"Cognitive Science and Mapping","field":"Computer Science","cited_by":7,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Windsor","funders":"","keywords":"Ecology; Environmental science; Biology","score_opus":0.03188569592872621,"score_gpt":0.2721247918500649,"score_spread":0.24023909592133869,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2890148924","genre_codex":"methods","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":[0.12660743,0.018510219,0.59866226,0.007490024,0.0019304706,0.000046208424,0.00071004365,0.0025035283,0.24353981],"genre_scores_gemma":[0.50301903,0.01463353,0.40597773,0.0013708929,0.0004861463,0.0001293142,0.00075552607,0.0008729263,0.0727549],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9999417,0.000012229505,0.0000025187815,0.000010427432,0.000027759403,0.0000053492263],"domain_scores_gemma":[0.9998964,0.00005012488,0.0000074262157,0.000018606404,0.000014474068,0.00001302725],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002038489,0.00036752963,0.00025028124,0.00026390323,0.0002649841,0.0011575299,0.0005325566,0.00046593355,0.003248192],"category_scores_gemma":[0.00067325466,0.00013024278,0.00026399837,0.0002936801,0.00047329566,0.0020657582,0.00082880736,0.00079107383,0.0004978077],"study_design_candidate":"simulation_or_modeling","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":[0.000046004337,0.000055767698,0.0013076253,0.00040421763,0.000065537795,0.0001711766,0.0003673248,0.03222376,0.008450602,0.730082,0.02392978,0.20289625],"study_design_scores_gemma":[0.000017506196,0.000085095366,0.0013907696,0.00019836069,0.000072234514,0.0006477367,0.00019604224,0.15815984,0.0077051884,0.43807277,0.39341223,0.000042361662],"about_ca_topic_score_codex":0.00046387044,"about_ca_topic_score_gemma":0.0012480422,"teacher_disagreement_score":0.003248192,"about_ca_system_score_codex":0.0002207406,"about_ca_system_score_gemma":0.00041666086,"threshold_uncertainty_score":0.010866284},"labels":[],"label_agreement":null},{"id":"W3094137010","doi":"10.1007/978-3-030-56926-6_3","title":"There’s More Than One Kind of “Smart”: Big Data, Affect and Empathy in the City","year":2020,"lang":"en","type":"book-chapter","venue":"International series on intelligent systems, control and automation: science and engineering","topic":"Embodied and Extended Cognition","field":"Neuroscience","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Empathy; Compassion; Affect (linguistics); Context (archaeology); Control (management); Smart city; Psychology; Big data; Social psychology; Sociology; Computer science; Geography; Internet privacy; Political science; Artificial intelligence; Internet of Things; Communication","score_opus":0.06198620127398983,"score_gpt":0.2589696621280861,"score_spread":0.19698346085409627,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3094137010","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":[0.019584555,0.17741112,0.023436777,0.11922817,0.0064655575,0.000045645556,0.00031940965,0.00018217873,0.6533265],"genre_scores_gemma":[0.38477692,0.13205619,0.016501578,0.033598468,0.0078005902,0.00014936943,0.00030426975,0.00040986593,0.4244027],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9998056,0.00008172604,0.0000068307945,0.000027654192,0.000054803993,0.000023382167],"domain_scores_gemma":[0.99951875,0.00036272596,0.000016888976,0.000028996194,0.00003201473,0.000040548406],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005639677,0.00042200735,0.00029695255,0.0006445764,0.0013847636,0.005790946,0.00032698648,0.0014314246,0.0074789496],"category_scores_gemma":[0.00086654234,0.0002321842,0.00027795357,0.0014642015,0.0051667164,0.008207566,0.0016642428,0.00318352,0.0010029667],"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":[0.000019960824,0.000021970543,0.00063079654,0.00019539321,0.00003079669,0.000110752,0.010265726,0.00044341083,0.00076510484,0.733393,0.16194482,0.092178255],"study_design_scores_gemma":[0.000006875666,0.000018022123,0.0020671189,0.00038515878,0.000011534554,0.00033205296,0.0071175736,0.0007194845,0.00029690872,0.40514418,0.58386904,0.000032098935],"about_ca_topic_score_codex":0.0031524159,"about_ca_topic_score_gemma":0.007277549,"teacher_disagreement_score":0.0074789496,"about_ca_system_score_codex":0.0010551106,"about_ca_system_score_gemma":0.0011469753,"threshold_uncertainty_score":0.025019586},"labels":[],"label_agreement":null},{"id":"W3209392131","doi":"10.1007/978-3-030-78513-0_3","title":"Participatory Approach to Commissioning Collaborative Industrial Robot Systems","year":2021,"lang":"en","type":"book-chapter","venue":"International series on intelligent systems, control and automation: science and engineering","topic":"Digital Transformation in Industry","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Workplace Health, Safety and Compensation Commission","funders":"","keywords":"Productivity; Flexibility (engineering); Robot; Robotics; Citizen journalism; Artificial intelligence; Engineering; Work (physics); Fencing; Project commissioning; Engineering ethics; Engineering management; Knowledge management; Computer science; Management; Publishing; Political science; Mechanical engineering; Law; World Wide Web","score_opus":0.038257388578176864,"score_gpt":0.23604276071479668,"score_spread":0.1977853721366198,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3209392131","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.010146625,0.00028543046,0.92220074,0.00043765502,0.000063252264,0.00014175533,0.000019481871,0.0002332599,0.06647181],"genre_scores_gemma":[0.54561085,0.00049829524,0.40817508,0.00009768981,0.00006259677,0.00057667535,0.000081520826,0.00016003147,0.044737317],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99331987,0.0039765486,0.00016170583,0.00064642,0.0014900982,0.0004052746],"domain_scores_gemma":[0.9937052,0.004166386,0.00020720073,0.0012673249,0.00044626897,0.00020765017],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004333814,0.0007565629,0.0006440431,0.0008155548,0.003051922,0.0044952505,0.002933158,0.0025708925,0.0120985275],"category_scores_gemma":[0.00868074,0.00057787745,0.00069587113,0.0012830592,0.0043991585,0.0039738077,0.0061215423,0.0019656527,0.00122577],"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":[0.00008372272,0.00014600833,0.0004671041,0.00023580524,0.000045494082,0.00073823624,0.011146243,0.046084713,0.0034884335,0.78741795,0.0046413476,0.145505],"study_design_scores_gemma":[0.000069664,0.00028640544,0.0006101196,0.00026386668,0.00004770621,0.0006383836,0.0067500253,0.2321883,0.0070896144,0.5817571,0.17022106,0.0000776752],"about_ca_topic_score_codex":0.0042483453,"about_ca_topic_score_gemma":0.0061649648,"teacher_disagreement_score":0.0120985275,"about_ca_system_score_codex":0.0017630886,"about_ca_system_score_gemma":0.0028054456,"threshold_uncertainty_score":0.04047358},"labels":[],"label_agreement":null}]}