{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":17,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":17,"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":"316966cacdd2","filters":{"venue":"Journal of Awareness-Based Systems Change"}},"results":[{"id":"W4378977318","doi":"10.47061/jasc.v3i1.5193","title":"Relational Design","year":2023,"lang":"en","type":"article","venue":"Journal of Awareness-Based Systems Change","topic":"Design Education and Practice","field":"Engineering","cited_by":25,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Impact","funders":"","keywords":"Participatory design; Knowledge management; Facilitator; Computer science; Transactional leadership; Process management; Management science; Psychology; Business; Engineering; Social psychology","authors":[{"name":"Victor Udoewa","is_ca":false},{"name":"Savannah Gress","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.2614697820610935,"gpt":0.3286529982227351,"spread":0.06718321616164163,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01353301,0.001429076,0.000947382,0.002695021,0.005980928,0.01498086,0.004929127,0.003875835,0.1603549],"category_scores_gemma":[0.03083855,0.0008983813,0.001689199,0.003336926,0.007400264,0.01450687,0.01225986,0.00411445,0.04916787],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006570882,"about_ca_system_score_gemma":0.007690358,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003891753,"about_ca_topic_score_gemma":0.003921045,"domain_scores_codex":[0.9797901,0.009756746,0.001302523,0.003572595,0.004525034,0.001052924],"domain_scores_gemma":[0.9834463,0.005211599,0.000777202,0.005729824,0.003820034,0.001015153],"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":[0.00006685693,0.00007296802,0.0005467667,0.0004452003,0.00002982304,0.0001409582,0.004101194,0.0007990894,0.0004212701,0.8320711,0.06335693,0.09794779],"study_design_scores_gemma":[0.00001935015,0.00002943553,0.000156567,0.0002659661,0.00001548167,0.0001875223,0.001563217,0.0009267956,0.0003877948,0.1353214,0.8611054,0.00002111082],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.002903591,0.001617854,0.2010104,0.009009693,0.001521244,0.001251661,0.001393898,0.001884276,0.7794073],"genre_scores_gemma":[0.1779674,0.004830881,0.2986213,0.008187111,0.0008895788,0.004512502,0.005161973,0.003210039,0.4966192],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1603549,"threshold_uncertainty_score":0.5364405,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4389160521","doi":"10.47061/jasc.v3i2.5222","title":"Advancing the Field of Presencing","year":2023,"lang":"en","type":"article","venue":"Journal of Awareness-Based Systems Change","topic":"Art Therapy and Mental Health","field":"Arts and Humanities","cited_by":14,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Université Laval","funders":"","keywords":"Embodied cognition; Teleology; Epistemology; Field (mathematics); Consciousness; Subject (documents); Engineering ethics; Sociology; Focus (optics); Management science; Cognitive science; Computer science; Psychology; Philosophy; Engineering","authors":[{"name":"Olen Gunnlaugson","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.10094526603756,"gpt":0.3554341252518275,"spread":0.2544888592142675,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.03219978,0.0004613533,0.0006940465,0.00358059,0.008744495,0.01159013,0.002630952,0.006921499,0.01037329],"category_scores_gemma":[0.03578459,0.000352404,0.0006115224,0.002266058,0.04394376,0.0271662,0.01320739,0.01212908,0.001208496],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00789845,"about_ca_system_score_gemma":0.02420954,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003581688,"about_ca_topic_score_gemma":0.004062848,"domain_scores_codex":[0.9609345,0.03114431,0.00093333,0.001713272,0.003690757,0.001583879],"domain_scores_gemma":[0.9404081,0.04822916,0.002165785,0.003666843,0.003439635,0.002090595],"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":[0.00001531703,0.00005049376,0.0002605342,0.0002318634,0.000003895027,0.00007471352,0.01697859,0.0002538532,0.0001058652,0.9091523,0.002760707,0.07011195],"study_design_scores_gemma":[0.00001173611,0.00009641804,0.000511835,0.001575933,0.000007757997,0.0002337164,0.04370774,0.0008538177,0.0005736565,0.7872347,0.1651576,0.00003521278],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.05008562,0.0434654,0.1365558,0.3480043,0.002903337,0.0001949195,0.00005271565,0.0002746301,0.4184633],"genre_scores_gemma":[0.886361,0.03258444,0.04709024,0.01456332,0.001644428,0.0002579271,0.00004184237,0.0001004923,0.01735637],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03219978,"threshold_uncertainty_score":0.1702908,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3134380341","doi":"10.47061/jabsc.v1i1.678","title":"Journal of Awareness-Based Systems Change: The Birth of a Journal","year":2021,"lang":"en","type":"article","venue":"Journal of Awareness-Based Systems Change","topic":"Complex Systems and Decision Making","field":"Decision Sciences","cited_by":10,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Concordia University","funders":"","keywords":"Transformative learning; Context (archaeology); Process (computing); Engineering ethics; Work (physics); Sociology; Computer science; History; Engineering; Pedagogy","authors":[{"name":"Oliver Koenig","is_ca":false},{"name":"Megan Seneque","is_ca":false},{"name":"Eva Pomeroy","is_ca":true},{"name":"Otto Scharmer","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.3427379732521808,"gpt":0.4284049394912444,"spread":0.08566696623906361,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01567588,0.0006114379,0.001237334,0.003099454,0.006216718,0.02603046,0.001423962,0.006806477,0.004360798],"category_scores_gemma":[0.05418693,0.0005743024,0.0007527063,0.001642368,0.01512868,0.0118922,0.004619823,0.01683937,0.001310073],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002711677,"about_ca_system_score_gemma":0.01254068,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006750781,"about_ca_topic_score_gemma":0.001304784,"domain_scores_codex":[0.9878693,0.003888488,0.001321433,0.0008836992,0.005082473,0.0009545845],"domain_scores_gemma":[0.9173657,0.0393929,0.003430615,0.003024039,0.02164432,0.01514237],"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":[0.00008555196,0.00008447336,0.0006290523,0.001063261,0.00004013106,0.0004030446,0.004019381,0.0002030471,0.0006197035,0.1433447,0.7807981,0.06870949],"study_design_scores_gemma":[0.00001012732,0.00005286959,0.0003544134,0.0006701776,0.00001383764,0.0002136984,0.001811369,0.0001878687,0.0001382621,0.03025732,0.9662576,0.00003253178],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.00116481,0.04594192,0.002191494,0.3814352,0.5593649,0.00002532293,0.00003267095,0.00007691361,0.009766721],"genre_scores_gemma":[0.05712037,0.06016983,0.004201371,0.09727572,0.7650884,0.00005648243,0.0000578553,0.0002478508,0.01578217],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.02603046,"threshold_uncertainty_score":0.08290303,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4310532461","doi":"10.47061/jasc.v2i2.3398","title":"From Me to We","year":2022,"lang":"en","type":"article","venue":"Journal of Awareness-Based Systems Change","topic":"Counseling, Therapy, and Family Dynamics","field":"Psychology","cited_by":9,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Impact","funders":"","keywords":"Phenomenon; Coherence (philosophical gambling strategy); Perspective (graphical); Empirical research; Psychology; Meaning (existential); Epistemology; Phenomenology (philosophy); Social psychology; Sociology; Cognitive psychology; Computer science; Artificial intelligence; Psychotherapist; Philosophy; Mathematics","authors":[{"name":"Stacey K. Guenther","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.08108969442919922,"gpt":0.3457962692664845,"spread":0.2647065748372853,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001433591,0.0008865087,0.0006148135,0.0008436538,0.006702079,0.009469419,0.001158679,0.002493853,0.2808759],"category_scores_gemma":[0.007944298,0.0002808012,0.0005564847,0.0006322502,0.002865486,0.009449045,0.008846117,0.008860772,0.1731002],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002080853,"about_ca_system_score_gemma":0.003695179,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003349239,"about_ca_topic_score_gemma":0.005101648,"domain_scores_codex":[0.997955,0.0006496067,0.00006019709,0.0004264259,0.0005163222,0.0003924733],"domain_scores_gemma":[0.996686,0.0002271576,0.0001428992,0.0002676004,0.0008490352,0.001827182],"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":[0.00003127073,0.00004505696,0.0006163471,0.0001134844,0.00001154467,0.0003098488,0.004751012,0.00003012121,0.0004834821,0.02567463,0.8951944,0.0727388],"study_design_scores_gemma":[0.000001708936,0.000009855836,0.0001151823,0.00007681961,0.000001954293,0.0001489516,0.001374869,0.00001036349,0.00004983625,0.001941537,0.9962619,0.000006934029],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.005219317,0.01443348,0.006190017,0.299209,0.05323058,0.0001939332,0.0008110794,0.001938635,0.618774],"genre_scores_gemma":[0.03002962,0.004609829,0.002433083,0.0724916,0.004414655,0.0001066713,0.0003853919,0.0006036425,0.8849256],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2808759,"threshold_uncertainty_score":0.9396234,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4281651986","doi":"10.47061/jabsc.v2i1.2023","title":"Convening Transformation Systems to Achieve System Transformation","year":2022,"lang":"en","type":"article","venue":"Journal of Awareness-Based Systems Change","topic":"Complex Systems and Decision Making","field":"Decision Sciences","cited_by":7,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Ontario College of Art and Design","funders":"","keywords":"Flourishing; Transformation (genetics); Work (physics); Context (archaeology); Transformation processes; Identity (music); Knowledge management; Sociology; Political science; Public relations; Business; Computer science; Process management; Engineering; Geography; Social science; Psychology; Social psychology; Aesthetics; Mechanical engineering","authors":[{"name":"Sandra Waddock","is_ca":false},{"name":"Steve Waddell","is_ca":false},{"name":"Peter Jones","is_ca":true},{"name":"Ian Kendrick","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.2478263962527467,"gpt":0.3988619655115376,"spread":0.1510355692587909,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02603682,0.001304063,0.0008425126,0.003009028,0.005773288,0.01268723,0.002289405,0.00409445,0.0159554],"category_scores_gemma":[0.02291508,0.0006196491,0.001443783,0.002457817,0.02154513,0.01697787,0.01787573,0.005860594,0.004080854],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006400024,"about_ca_system_score_gemma":0.01579829,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002819208,"about_ca_topic_score_gemma":0.002660675,"domain_scores_codex":[0.9796735,0.01174089,0.00110409,0.003012514,0.002967831,0.0015011],"domain_scores_gemma":[0.9845582,0.005835392,0.001175279,0.003851406,0.002918936,0.001660714],"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":[0.00001747073,0.00007581423,0.0009976885,0.0002668473,0.00004251123,0.0001649405,0.01298962,0.002415252,0.001005893,0.9354867,0.006044095,0.04049315],"study_design_scores_gemma":[0.00003969011,0.0001379306,0.0005647602,0.0003323777,0.00003481566,0.0001582691,0.008942621,0.004421197,0.001358047,0.7107979,0.2731652,0.00004724429],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01670097,0.001444208,0.7583988,0.02970415,0.001281541,0.001290101,0.0001329682,0.001568551,0.1894786],"genre_scores_gemma":[0.5249258,0.001392891,0.4246511,0.004577897,0.000505893,0.002058635,0.0004167503,0.0007445911,0.04072636],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02603682,"threshold_uncertainty_score":0.1376975,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4281642939","doi":"10.47061/jabsc.v2i1.1976","title":"Telling Sauna Stories","year":2022,"lang":"en","type":"article","venue":"Journal of Awareness-Based Systems Change","topic":"Complex Systems and Decision Making","field":"Decision Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"University of Waterloo","funders":"","keywords":"Autoethnography; Introspection; Aotearoa; Narrative; Sociology; Narrative inquiry; Identity (music); Psychology; Psychoanalysis; Social psychology; Aesthetics; Gender studies; Cognitive psychology; Literature; Art","authors":[{"name":"Erin Alexiuk","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.3986463615570161,"gpt":0.4409146136318078,"spread":0.04226825207479173,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002864647,0.001102692,0.0004693627,0.001441879,0.0106373,0.004631984,0.001204113,0.002286626,0.008022787],"category_scores_gemma":[0.01067717,0.0004922159,0.0004932976,0.001132995,0.006055644,0.003933989,0.005964322,0.002770701,0.001891572],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003212343,"about_ca_system_score_gemma":0.001699404,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005482352,"about_ca_topic_score_gemma":0.01472446,"domain_scores_codex":[0.9959254,0.002760263,0.0001277619,0.0003475007,0.0004071259,0.0004319654],"domain_scores_gemma":[0.99283,0.004615547,0.0004799079,0.0005252031,0.0006165867,0.0009327676],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00008546177,0.00004391482,0.001804386,0.0002512249,0.00001549847,0.001609273,0.9632812,0.0001918309,0.001519141,0.006405548,0.01220085,0.01259174],"study_design_scores_gemma":[0.000007894214,0.00005851209,0.001394062,0.0004840958,0.00001068774,0.001439803,0.7692577,0.0002172042,0.001138463,0.00349882,0.222457,0.00003584182],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.8465173,0.004161608,0.01545847,0.02114472,0.001453289,0.0004921362,0.002791222,0.0003785261,0.1076028],"genre_scores_gemma":[0.9588091,0.002378815,0.006230473,0.002113643,0.0002082894,0.0004469223,0.000721767,0.0001922086,0.02889894],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.0106373,"threshold_uncertainty_score":0.0268389,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4389165053","doi":"10.47061/jasc.v3i2.6146","title":"Nurturing Activism","year":2023,"lang":"en","type":"article","venue":"Journal of Awareness-Based Systems Change","topic":"Community Health and Development","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Concordia University","funders":"","keywords":"Power (physics); Ideology; Sociology; Field (mathematics); Social group; Affect (linguistics); Social psychology; Social activism; Gender studies; Epistemology; Political science; Social science; Psychology; Politics; Law; Communication","authors":[{"name":"Antonio Starnino","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.3579702643299759,"gpt":0.4978264809980394,"spread":0.1398562166680635,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01173645,0.0009691557,0.0005297996,0.002000584,0.009620514,0.01088643,0.002371163,0.004280714,0.01912025],"category_scores_gemma":[0.01527251,0.0004338854,0.0007573074,0.0007628829,0.02164093,0.009888264,0.02316727,0.005421911,0.00421192],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003110801,"about_ca_system_score_gemma":0.003422575,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007032164,"about_ca_topic_score_gemma":0.001503876,"domain_scores_codex":[0.9894303,0.006634284,0.0001923194,0.001283172,0.001104461,0.001355333],"domain_scores_gemma":[0.9902118,0.004379738,0.0009191335,0.001312698,0.0007011555,0.002475458],"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":[0.00005230606,0.0002289208,0.001860166,0.0003479385,0.00002029089,0.0008145241,0.1130825,0.000239974,0.001633484,0.7951595,0.01733836,0.06922209],"study_design_scores_gemma":[0.00002865176,0.0001190978,0.0007763577,0.0008429795,0.0000188305,0.0006200144,0.04008777,0.0003684846,0.000955687,0.2042852,0.7518789,0.00001793597],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.05619354,0.006374658,0.03330807,0.05780703,0.002818668,0.0002974532,0.00006272913,0.0002990463,0.8428388],"genre_scores_gemma":[0.8814723,0.003271999,0.01773978,0.009916846,0.001021782,0.0005535301,0.00008579536,0.0002029521,0.08573493],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01912025,"threshold_uncertainty_score":0.06396359,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4416831590","doi":"10.47061/jasc.v5i2.10515","title":"You Will Never Be Enough in a Settler Colonial System","year":2025,"lang":"en","type":"article","venue":"Journal of Awareness-Based Systems Change","topic":"Indigenous Health, Education, and Rights","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Mount Royal University","funders":"","keywords":"Colonialism; Resistance (ecology); Identity (music); Spirituality; Politics; Corporate governance; Variety (cybernetics); Work (physics)","authors":[{"name":"Ranjan Datta","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04116694800024553,"gpt":0.3435825226166607,"spread":0.3024155746164152,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004869566,0.0003932694,0.0004983124,0.0004140356,0.02491608,0.008484983,0.0009981614,0.002864556,0.004017881],"category_scores_gemma":[0.008299852,0.0003726587,0.0002457148,0.0004973332,0.03027774,0.007339085,0.007171692,0.006863183,0.0005293914],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00358475,"about_ca_system_score_gemma":0.003410509,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0106969,"about_ca_topic_score_gemma":0.01843084,"domain_scores_codex":[0.9936638,0.004527568,0.0001004337,0.0003748883,0.0004668934,0.000866414],"domain_scores_gemma":[0.9968333,0.001418291,0.0003711299,0.0003526666,0.000284597,0.0007400932],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00002687542,0.00003136068,0.001055022,0.00005573691,0.000007958571,0.001214221,0.9301733,0.00005480778,0.0005477927,0.05351562,0.006151917,0.007165342],"study_design_scores_gemma":[0.000007832094,0.00007695546,0.001022831,0.0001591962,0.00001025545,0.001081167,0.8003309,0.0001925843,0.0005138319,0.01006195,0.1865033,0.00003918546],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7683254,0.002643891,0.007012467,0.07839726,0.001166978,0.00008363541,0.00005455287,0.0001041217,0.1422117],"genre_scores_gemma":[0.9825059,0.0005591536,0.0009610278,0.002945924,0.00006134676,0.00002233387,0.00001075498,0.00003326531,0.0129003],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02491608,"threshold_uncertainty_score":0.02600938,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3217473202","doi":"10.47061/jabsc.v1i2.1966","title":"Realizing Collective Capacities to Navigate Complexity","year":2021,"lang":"en","type":"article","venue":"Journal of Awareness-Based Systems Change","topic":"Complex Systems and Decision Making","field":"Decision Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Institute on Governance","funders":"","keywords":"Collective action; Action (physics); Computer science; Data science; Action research; Human–computer interaction; Knowledge management; Management science; Sociology; Political science; Psychology; Engineering; Mathematics education; Physics","authors":[{"name":"Raghav Rajagopalan","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.5171208442907664,"gpt":0.4587300436874541,"spread":0.05839080060331231,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008142817,0.0004714289,0.0002967131,0.0006731158,0.003896284,0.004291188,0.001814002,0.003976088,0.01017262],"category_scores_gemma":[0.02144124,0.0002784108,0.0005630364,0.000441401,0.02601927,0.007550231,0.006529409,0.004697327,0.001292225],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002363835,"about_ca_system_score_gemma":0.00373952,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001765055,"about_ca_topic_score_gemma":0.003269885,"domain_scores_codex":[0.9937214,0.003944014,0.0001128238,0.0008935042,0.0009907155,0.0003376469],"domain_scores_gemma":[0.9858778,0.010089,0.0007866599,0.002045581,0.0006604785,0.0005404026],"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":[0.0001273982,0.0001910935,0.0006187285,0.0004619911,0.00003454675,0.0001053004,0.01479664,0.001201426,0.005593866,0.9324067,0.01399292,0.03046945],"study_design_scores_gemma":[0.0001577605,0.0005938282,0.001601834,0.0003729385,0.00003091758,0.0001137263,0.01189942,0.001703934,0.008564181,0.7246221,0.2502598,0.00007943871],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1306872,0.003683859,0.1394391,0.3180093,0.005603899,0.0007228039,0.0002709623,0.0003857947,0.401197],"genre_scores_gemma":[0.9220992,0.001682385,0.03450989,0.02169414,0.0005618525,0.001579074,0.00008468187,0.0001045213,0.01768425],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01017262,"threshold_uncertainty_score":0.04306382,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4399201816","doi":"10.47061/jasc.v4i1.8121","title":"Writing from a Relational Systems Thinking Standpoint","year":2024,"lang":"en","type":"article","venue":"Journal of Awareness-Based Systems Change","topic":"Complex Systems and Decision Making","field":"Decision Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Algoma University","funders":"","keywords":"Computer science","authors":[{"name":"Melanie Goodchild","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.3434204231349761,"gpt":0.4275498456307963,"spread":0.08412942249582028,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.03079613,0.000863986,0.0006465942,0.001467134,0.01015059,0.02357327,0.002188777,0.007515285,0.009337545],"category_scores_gemma":[0.1215106,0.0003814375,0.0007644359,0.001167072,0.02284493,0.0156062,0.006919883,0.01924395,0.005430326],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005065905,"about_ca_system_score_gemma":0.01515967,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004100784,"about_ca_topic_score_gemma":0.004881446,"domain_scores_codex":[0.9657691,0.02285052,0.00175179,0.002455506,0.005901319,0.001271844],"domain_scores_gemma":[0.9031407,0.0614973,0.00594251,0.004373667,0.01810335,0.006942379],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00003400242,0.0000305855,0.0003987097,0.0007571338,0.000051442,0.0007429485,0.05876493,0.0003515171,0.0009151626,0.310467,0.5897636,0.03772293],"study_design_scores_gemma":[0.000008539365,0.00002485053,0.0001552687,0.0009946106,0.00001413489,0.0005311107,0.02444054,0.0003077366,0.0005576042,0.1180503,0.8548823,0.00003285953],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.001336967,0.00679506,0.00921582,0.9294207,0.02129376,0.00003880562,0.00003942912,0.00009899198,0.03176056],"genre_scores_gemma":[0.2212633,0.03123478,0.04184048,0.5426631,0.04392478,0.0006318021,0.0001937647,0.0007887139,0.1174592],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.03079613,"threshold_uncertainty_score":0.1628674,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4410932081","doi":"10.47061/jasc.v5i1.10157","title":"On the Gifts and Perils of Choreography","year":2025,"lang":"en","type":"article","venue":"Journal of Awareness-Based Systems Change","topic":"Diversity and Impact of Dance","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Simon Fraser University","funders":"","keywords":"Choreography; Business; Computer science; Art; Visual arts; Dance","authors":[{"name":"Aftab Erfan","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.06603989393688403,"gpt":0.3357176838729289,"spread":0.2696777899360449,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004775934,0.0004113174,0.0004398616,0.001866224,0.00367759,0.006111527,0.0006949824,0.001320004,0.005984714],"category_scores_gemma":[0.01149061,0.0002861903,0.0002553361,0.001780547,0.02708287,0.01031418,0.006014187,0.003609635,0.0006894413],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002534882,"about_ca_system_score_gemma":0.002405703,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00694718,"about_ca_topic_score_gemma":0.01316901,"domain_scores_codex":[0.995628,0.003210431,0.0001179049,0.0002344459,0.0006268071,0.000182504],"domain_scores_gemma":[0.994402,0.003933806,0.0003906859,0.0004821753,0.0004787694,0.0003125864],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007565434,0.0000142544,0.001378105,0.0006898244,0.00002701524,0.0007137205,0.07500998,0.0001793075,0.0002950051,0.766471,0.0277517,0.1273945],"study_design_scores_gemma":[0.00001312816,0.00003043813,0.003109364,0.002041757,0.0000133871,0.001072283,0.04208012,0.00009407032,0.0002334952,0.1476298,0.8036585,0.00002371435],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.05122192,0.3425119,0.01916373,0.1012038,0.005890358,0.00007646198,0.0001159945,0.0001451466,0.4796708],"genre_scores_gemma":[0.7520648,0.1697334,0.006496163,0.009722778,0.003124212,0.0001359706,0.00007912892,0.0002441621,0.05839939],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.00694718,"threshold_uncertainty_score":0.02525783,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4399201820","doi":"10.47061/jasc.v4i1.7065","title":"Drawing New Relationalities with Migrants and Immobile Exiles","year":2024,"lang":"en","type":"article","venue":"Journal of Awareness-Based Systems Change","topic":"Migration, Refugees, and Integration","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Université Laval; Université du Québec à Montréal","funders":"","keywords":"Sociology; Political science","authors":[{"name":"Camille Courier","is_ca":true},{"name":"Laura Winn","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.06477709389644172,"gpt":0.3366913501017129,"spread":0.2719142562052712,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01248936,0.001058913,0.0006117323,0.002308932,0.0153,0.01101611,0.00282036,0.003254118,0.007560314],"category_scores_gemma":[0.01319473,0.0005854568,0.0007858651,0.001600399,0.04429791,0.01447478,0.02042834,0.006143677,0.0006813889],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003066446,"about_ca_system_score_gemma":0.001701345,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002261215,"about_ca_topic_score_gemma":0.004250674,"domain_scores_codex":[0.9871991,0.01046693,0.0001587948,0.0007381801,0.0006850885,0.0007519993],"domain_scores_gemma":[0.9931682,0.00404142,0.000716712,0.0007612488,0.0003593999,0.0009528191],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001716355,0.00003309471,0.0006883431,0.00007514996,0.000006491328,0.0008022413,0.9436839,0.00009449516,0.0004062251,0.04669513,0.0007789342,0.006718817],"study_design_scores_gemma":[0.00001095298,0.00005494993,0.0005615567,0.0002034378,0.00001148848,0.0009989948,0.8942106,0.0002167727,0.0004342574,0.02641265,0.07686018,0.00002412277],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.6996466,0.003991963,0.06427468,0.02685069,0.0009319052,0.0002861152,0.00007330799,0.0002007753,0.2037441],"genre_scores_gemma":[0.9799242,0.001015202,0.007182485,0.001068966,0.00008043772,0.00009849121,0.00002796461,0.00007378916,0.01052844],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.0153,"threshold_uncertainty_score":0.06605083,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4399201792","doi":"10.47061/jasc.v4i1.8100","title":"Art and Science of ‘Escape’","year":2024,"lang":"en","type":"article","venue":"Journal of Awareness-Based Systems Change","topic":"Travel Writing and Literature","field":"Arts and Humanities","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Astrobiology; Physics","authors":[{"name":"Fiona McKenzie","is_ca":false},{"name":"Megan Seneque","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.06037666775330099,"gpt":0.282784048346029,"spread":0.2224073805927281,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01225761,0.001482642,0.001171816,0.003124918,0.01062783,0.01924215,0.003179614,0.006904286,0.009767988],"category_scores_gemma":[0.01581323,0.0005521826,0.001368889,0.002209056,0.1398349,0.02226088,0.01013048,0.01171649,0.002713765],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006799779,"about_ca_system_score_gemma":0.004306766,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00300636,"about_ca_topic_score_gemma":0.002609378,"domain_scores_codex":[0.9813719,0.0129154,0.0005506774,0.002252308,0.001975336,0.0009344015],"domain_scores_gemma":[0.9884009,0.007402409,0.0007010479,0.002282143,0.0007208225,0.0004925747],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000008473818,0.000005586385,0.00006568063,0.00008542345,0.000003833279,0.00005067774,0.01135796,0.0001031417,0.00004317373,0.9788255,0.005830453,0.003620204],"study_design_scores_gemma":[0.000009191194,0.00001714232,0.00008812072,0.0003088049,0.000005131453,0.0002274208,0.006495499,0.0002765813,0.0001377355,0.6355724,0.3568432,0.00001868214],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01181838,0.0460538,0.07575242,0.1275213,0.007509974,0.00009647325,0.0001518652,0.0003888573,0.7307069],"genre_scores_gemma":[0.8313085,0.01965987,0.02458254,0.02818207,0.00565055,0.000528144,0.0001787144,0.000857394,0.08905213],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.01924215,"threshold_uncertainty_score":0.06482518,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4416831593","doi":"10.47061/jasc.v5i2.10299","title":"Dancing and Tending the Spaces-in-Between","year":2025,"lang":"en","type":"article","venue":"Journal of Awareness-Based Systems Change","topic":"Innovative Approaches in Technology and Social Development","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Quest University Canada; University of British Columbia","funders":"","keywords":"Praxis; Transformative learning; Space (punctuation); Public sector; Dance; Public space","authors":[{"name":"Lindsay Cole","is_ca":true},{"name":"Lily Raphael","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.06633062612297087,"gpt":0.2943677083971955,"spread":0.2280370822742246,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01433955,0.001615186,0.001004163,0.003134956,0.02221046,0.02308907,0.003011702,0.005481427,0.009121391],"category_scores_gemma":[0.02337611,0.0009057865,0.001130417,0.002028048,0.09112002,0.03189024,0.02255011,0.01043185,0.002538339],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006042955,"about_ca_system_score_gemma":0.007654395,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004553061,"about_ca_topic_score_gemma":0.005132202,"domain_scores_codex":[0.9749829,0.01860595,0.0003836459,0.002143999,0.002579609,0.001303894],"domain_scores_gemma":[0.9862157,0.006606181,0.001194441,0.002717364,0.001154704,0.002111475],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006391108,0.00005300725,0.001479718,0.0001864996,0.00003006829,0.0006474319,0.5321563,0.0004881515,0.001103572,0.4344307,0.008668923,0.02069158],"study_design_scores_gemma":[0.00002755125,0.0001069648,0.0004570882,0.0005643253,0.000026422,0.0005986417,0.4329997,0.0008463224,0.001009406,0.2370041,0.3262728,0.00008673758],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.2428332,0.008717671,0.2167671,0.1423188,0.003643248,0.0003065591,0.000163514,0.001513981,0.3837358],"genre_scores_gemma":[0.9470665,0.001452292,0.01907013,0.005094237,0.000285355,0.0001907235,0.00004805782,0.0005339555,0.02625871],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.02308907,"threshold_uncertainty_score":0.0758357,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4389165209","doi":"10.47061/jasc.v3i2.6951","title":"Ecosystem Activation in Latin America","year":2023,"lang":"en","type":"article","venue":"Journal of Awareness-Based Systems Change","topic":"Environmental and Cultural Studies in Latin America and Beyond","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Concordia University","funders":"","keywords":"Grassroots; Latin Americans; Conversation; Scholarship; Diversity (politics); Inclusion (mineral); Political science; Event (particle physics); Public relations; Geography; Sociology; Social science","authors":[{"name":"Eva Pomeroy","is_ca":true},{"name":"Dayani Centeno","is_ca":false},{"name":"Carolina Da Rosa","is_ca":false},{"name":"Viviana Galdames","is_ca":false},{"name":"Laura Pastorini","is_ca":false},{"name":"Janine Saponara","is_ca":false},{"name":"Mariana Suniata-Miranda","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04571827740678195,"gpt":0.2730948791294581,"spread":0.2273766017226761,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001212963,0.0002762677,0.0002341934,0.0006317918,0.004236409,0.00353713,0.0004321993,0.0009660362,0.009589011],"category_scores_gemma":[0.001426095,0.0001121094,0.0002480143,0.001087392,0.003370746,0.001756438,0.005458871,0.001459127,0.0003190128],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005149275,"about_ca_system_score_gemma":0.003953287,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0253001,"about_ca_topic_score_gemma":0.05135828,"domain_scores_codex":[0.9992192,0.0003499331,0.00001636762,0.00006652533,0.00005512236,0.0002928654],"domain_scores_gemma":[0.9995831,0.0001126896,0.00005877533,0.00002491685,0.00006168279,0.0001588032],"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":[0.0003882376,0.0004457157,0.06085534,0.001273661,0.00006222794,0.004405516,0.3144808,0.0007712761,0.008376326,0.3384869,0.04439445,0.2260597],"study_design_scores_gemma":[0.0000359402,0.0000841134,0.04593067,0.0007300091,0.00001696769,0.0004068498,0.1611929,0.0001472,0.0005423037,0.0220206,0.7688611,0.00003127051],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.4188227,0.01999898,0.001847896,0.05454456,0.0009077738,0.0000947629,0.000164835,0.00007906569,0.5035394],"genre_scores_gemma":[0.9567848,0.00729536,0.0005715743,0.005382553,0.0001484864,0.0001111609,0.0001149396,0.00002804763,0.02956304],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0253001,"threshold_uncertainty_score":0.05030572,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4416831605","doi":"10.47061/jasc.v5i2.11323","title":"His Failures Have Served Us Well","year":2025,"lang":"en","type":"article","venue":"Journal of Awareness-Based Systems Change","topic":"Complex Systems and Decision Making","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Acadia University","funders":"","keywords":"Everyday life; Generative grammar; Agency (philosophy); Qualitative research; Choice architecture","authors":[{"name":"James Gimian","is_ca":false},{"name":"Gabrielle Donnelly","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.2313390501100543,"gpt":0.425985159403569,"spread":0.1946461092935147,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01268243,0.001237103,0.001287611,0.001248468,0.008706988,0.01282295,0.001694645,0.00731002,0.02157707],"category_scores_gemma":[0.02098499,0.0004849006,0.0006130899,0.001241745,0.03122251,0.01971241,0.008129583,0.01317765,0.01692629],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004565485,"about_ca_system_score_gemma":0.005681711,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005807769,"about_ca_topic_score_gemma":0.009041835,"domain_scores_codex":[0.9914067,0.003661248,0.0003977568,0.001295594,0.002313102,0.0009255416],"domain_scores_gemma":[0.9885041,0.00554289,0.0006564409,0.001387717,0.002728298,0.001180521],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006846373,0.00004584625,0.0006360692,0.0005266457,0.00005677639,0.0002203522,0.01087322,0.0002968831,0.0002160505,0.6566322,0.2413959,0.0890315],"study_design_scores_gemma":[0.000004836214,0.00002458802,0.0001087356,0.0005690431,0.00000876641,0.0001429648,0.002855567,0.00004477621,0.0001332699,0.05189811,0.9441873,0.00002197547],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.005881985,0.1418893,0.01444472,0.579434,0.02718144,0.00004712858,0.0001526211,0.0003932588,0.2305755],"genre_scores_gemma":[0.2159649,0.1636523,0.01138875,0.3086262,0.01767693,0.0002064948,0.0002547293,0.001419219,0.2808106],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.02157707,"threshold_uncertainty_score":0.07218248,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4404881473","doi":"10.47061/jasc.v4i2.7698","title":"Absencing as Attentional Violence and Its Impact on Well-Being","year":2024,"lang":"en","type":"article","venue":"Journal of Awareness-Based Systems Change","topic":"Psychological Well-being and Life Satisfaction","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Saint Paul University","funders":"","keywords":"Psychology; Cognitive psychology","authors":[{"name":"Bianca Briciu","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.05110914772044605,"gpt":0.3903181312865013,"spread":0.3392089835660553,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001279117,0.0001876884,0.0001583169,0.0006421076,0.001208573,0.002321239,0.0002476155,0.0006640112,0.002839835],"category_scores_gemma":[0.003909795,0.000082001,0.0002938294,0.0003583333,0.004289501,0.0009787962,0.002894318,0.001543137,0.00009613651],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009805177,"about_ca_system_score_gemma":0.0006912012,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001475546,"about_ca_topic_score_gemma":0.001836616,"domain_scores_codex":[0.9981984,0.001103511,0.00004750731,0.00008783524,0.000289065,0.0002737436],"domain_scores_gemma":[0.9973948,0.001180559,0.0006241688,0.0001617033,0.0002218894,0.0004168115],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00084301,0.002107377,0.2787526,0.0006837924,0.0003573035,0.003332993,0.1959867,0.00285552,0.009514713,0.2617817,0.003243654,0.2405405],"study_design_scores_gemma":[0.00002851174,0.001279016,0.7139907,0.000507576,0.0002121584,0.002043783,0.1570097,0.001999845,0.003639977,0.08935533,0.02979736,0.0001361065],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9566149,0.001130066,0.001332811,0.00251949,0.00007347585,0.00001822981,0.00002901312,0.00001252314,0.03826945],"genre_scores_gemma":[0.9992725,0.0001573774,0.0001052059,0.00007641678,0.000008113708,0.000003572694,0.000004280047,0.00000168288,0.0003707784],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002839835,"threshold_uncertainty_score":0.009500206,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}