{"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":"a10431cec9cd","filters":{"venue":"Advances in information resources management (AIRM) book series"}},"results":[{"id":"W2489848358","doi":"10.4018/978-1-59140-253-4.ch007","title":"Novice's Performance and Satisfaction Improvement Through Expert Decision Support Usage","year":2004,"lang":"en","type":"book-chapter","venue":"Advances in information resources management (AIRM) book series","topic":"Big Data and Business Intelligence","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":"Université du Québec à Montréal","funders":"","keywords":"Knowledge management; Expert system; Test (biology); Control (management); Decision support system; Quality (philosophy); Computer science; Decision quality; Artificial intelligence; Team effectiveness","authors":[{"name":"Lucila Pérez","is_ca":false},{"name":"Michel Plaisent","is_ca":true},{"name":"Prosper Bernard","is_ca":false},{"name":"Lassana Maguiraga","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01374895704137417,"gpt":0.2433385843742156,"spread":0.2295896273328414,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005359915,0.0002318203,0.000209379,0.000306321,0.000121924,0.0007274896,0.0002350576,0.0002182244,0.004504636],"category_scores_gemma":[0.001709162,0.00005556237,0.0002185269,0.0002474711,0.0001586975,0.0003682044,0.0003699157,0.0003263057,0.0007987966],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001953013,"about_ca_system_score_gemma":0.0001699416,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004180861,"about_ca_topic_score_gemma":0.000639016,"domain_scores_codex":[0.9996382,0.0001096116,0.00001897168,0.00004170781,0.0001459596,0.00004558016],"domain_scores_gemma":[0.9989999,0.0004727357,0.0001268069,0.00008419002,0.0001265263,0.0001898681],"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":[0.0004829245,0.004493903,0.05777995,0.0002388011,0.00006966589,0.0002558295,0.001869122,0.001920641,0.01419788,0.001129625,0.006878764,0.9106828],"study_design_scores_gemma":[0.0002159226,0.009469803,0.9159339,0.0001544627,0.0001309095,0.001630993,0.002440021,0.01474428,0.02526331,0.002415053,0.02753307,0.00006832532],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9770848,0.0004375729,0.002675466,0.0001927771,0.00002673012,0.00003070331,0.00008895981,0.0001077135,0.01935537],"genre_scores_gemma":[0.984561,0.0004175536,0.00256275,0.00007525076,0.00001941887,0.00001798101,0.0001594084,0.00001375333,0.01217306],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004504636,"threshold_uncertainty_score":0.01506954,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2490387094","doi":"10.4018/978-1-59140-465-1.ch008","title":"Towards an Emotionally Intelligent IT Organization","year":2005,"lang":"en","type":"book-chapter","venue":"Advances in information resources management (AIRM) book series","topic":"Emotional Intelligence and Performance","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":"University of Winnipeg","funders":"","keywords":"Emotional intelligence; Psychology; Knowledge management; Social psychology; Applied psychology; Cognitive psychology; Computer science","authors":[{"name":"Eugene Kaluzniacky","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01435283291068009,"gpt":0.2839646313875923,"spread":0.2696117984769122,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005494643,0.0003469773,0.0001438497,0.0004021385,0.001194795,0.006190194,0.0004332169,0.00105158,0.006894102],"category_scores_gemma":[0.0004607557,0.0001449233,0.0001984073,0.0004421302,0.002794084,0.003831797,0.002262848,0.003103272,0.00346328],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001263116,"about_ca_system_score_gemma":0.001284267,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007852595,"about_ca_topic_score_gemma":0.001239123,"domain_scores_codex":[0.9997349,0.00009101611,0.000007150279,0.00003334657,0.00008982202,0.00004371943],"domain_scores_gemma":[0.9998275,0.00003385494,0.00001905907,0.0000137512,0.00003912543,0.00006666202],"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":[0.00001330241,0.00006748674,0.0003222162,0.000217571,0.000008464713,0.0001856132,0.01341072,0.0006522025,0.001573815,0.7770923,0.1022776,0.1041787],"study_design_scores_gemma":[0.000007265465,0.00002681369,0.0008928053,0.0003486499,0.000007241627,0.0002233406,0.003844534,0.0006666317,0.0004637577,0.1486037,0.8449048,0.00001051405],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.01305011,0.01327567,0.01930613,0.02673318,0.00130545,0.0000375688,0.00002904172,0.0002461829,0.9260166],"genre_scores_gemma":[0.2622804,0.02579515,0.03928578,0.01712408,0.001086336,0.0001483147,0.0001428427,0.0002858915,0.6538512],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.006894102,"threshold_uncertainty_score":0.02306312,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4247034954","doi":"10.4018/978-1-59140-253-4.ch003","title":"Electronic Supply Chain Partnerships","year":2004,"lang":"en","type":"book-chapter","venue":"Advances in information resources management (AIRM) book series","topic":"Collaboration in agile enterprises","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":"University of New Brunswick","funders":"","keywords":"Business; General partnership; Flexibility (engineering); Supply chain; Marketing; Respondent; Industrial organization; Finance; Economics","authors":[{"name":"Rebecca Angeles","is_ca":true},{"name":"Ravinder Nath","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.006521981426187124,"gpt":0.1995062843465628,"spread":0.1929843029203756,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002493293,0.0005124445,0.0002744633,0.001998313,0.002440543,0.008138993,0.00124353,0.001614543,0.1414929],"category_scores_gemma":[0.004786626,0.0003895532,0.0004267494,0.006609645,0.001014569,0.008072393,0.009620872,0.001313211,0.02048405],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001442879,"about_ca_system_score_gemma":0.003084274,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007194093,"about_ca_topic_score_gemma":0.001410683,"domain_scores_codex":[0.9968726,0.001114912,0.0001947247,0.0003292232,0.0009835194,0.0005050654],"domain_scores_gemma":[0.9975311,0.0007890781,0.0002808348,0.0003749658,0.0005516504,0.0004722969],"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":[0.00006642358,0.0002271728,0.004542029,0.0007218836,0.00003041865,0.0008670877,0.003967763,0.001827703,0.0008307772,0.4983901,0.05614326,0.4323854],"study_design_scores_gemma":[0.00001569745,0.00008556146,0.0008879574,0.0004260243,0.000008797891,0.0006196829,0.004128952,0.000586881,0.0005037356,0.06310422,0.9296171,0.00001531226],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.01839411,0.005821485,0.02260369,0.005389006,0.0005891092,0.0004026462,0.0004251932,0.0002145426,0.9461602],"genre_scores_gemma":[0.3920079,0.02134915,0.02599706,0.002806192,0.0005468975,0.0007080741,0.001524123,0.0001370668,0.5549235],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1414929,"threshold_uncertainty_score":0.4733407,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4236693733","doi":"10.4018/978-1-59140-253-4.ch010","title":"Virtual Team Trust","year":2004,"lang":"en","type":"book-chapter","venue":"Advances in information resources management (AIRM) book series","topic":"Team Dynamics and Performance","field":"Psychology","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":"Construct (python library); Knowledge management; Virtual team; Context (archaeology); Psychology; Process (computing); Confirmatory factor analysis; Cognition; Exploratory factor analysis; Computer science; Group cohesiveness; Reputation; Social psychology; Structural equation modeling","authors":[{"name":"Saonee Saonee","is_ca":false},{"name":"Joseph S. Valacich","is_ca":false},{"name":"Suprateek Sarker","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.004953397388967677,"gpt":0.2351769313330776,"spread":0.2302235339441099,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00225889,0.0003235151,0.0004032641,0.001091994,0.001993007,0.005581368,0.0006808515,0.0009366031,0.01333057],"category_scores_gemma":[0.01327486,0.0002233687,0.0003848572,0.001098856,0.001336742,0.003423498,0.003474019,0.001161859,0.002672879],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002504876,"about_ca_system_score_gemma":0.002580574,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003183792,"about_ca_topic_score_gemma":0.003265328,"domain_scores_codex":[0.9955482,0.001750274,0.000334204,0.0003997957,0.001543754,0.0004237037],"domain_scores_gemma":[0.9930806,0.002095035,0.001225432,0.0007300279,0.001630319,0.001238731],"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":[0.000124285,0.0001414115,0.01911046,0.0006969404,0.0001445343,0.0006671354,0.02252354,0.004068945,0.001712524,0.3421918,0.07289956,0.5357189],"study_design_scores_gemma":[0.00003567648,0.0003494057,0.02508054,0.001150301,0.000114158,0.002339798,0.01587712,0.008518646,0.001560139,0.163347,0.7815145,0.0001127481],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1316507,0.006799011,0.0892044,0.008463443,0.001464361,0.0003250053,0.0004852828,0.0006225085,0.7609854],"genre_scores_gemma":[0.9239193,0.003198853,0.009186589,0.000702438,0.0001930876,0.000158248,0.000308396,0.0001034092,0.0622296],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01333057,"threshold_uncertainty_score":0.04459524,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}