{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":5,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":5,"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":"75f473979a02","filters":{"venue":"Project Leadership and Society"}},"results":[{"id":"W3207690770","doi":"10.1016/j.plas.2021.100031","title":"Balancing leadership in projects: Role of the socio-cognitive space","year":2021,"lang":"en","type":"article","venue":"Project Leadership and Society","topic":"Construction Project Management and Performance","field":"Decision Sciences","cited_by":28,"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":"Cognition; Empowerment; Space (punctuation); Knowledge management; Cognitive map; Point (geometry); Psychology; Sociology; Computer science; Political science","authors":[{"name":"Nathalie Drouin","is_ca":true},{"name":"Ralf Müller","is_ca":false},{"name":"Shankar Sankaran","is_ca":false},{"name":"Anne-Live Vaagaasar","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.2358204634109879,"gpt":0.3427894550272393,"spread":0.1069689916162514,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002306595,0.0001820628,0.0003101037,0.0001201376,0.0002514551,0.0001617907,0.0003461599,0.0001432961,0.00009200428],"category_scores_gemma":[0.0009733142,0.0001273187,0.0002672164,0.001937124,0.0004423798,0.0004002349,0.0002192934,0.0004203416,0.00001113558],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004999674,"about_ca_system_score_gemma":0.0003773919,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001012593,"about_ca_topic_score_gemma":0.0002062577,"domain_scores_codex":[0.9973719,0.000361618,0.0004787417,0.0005324575,0.000811794,0.0004435632],"domain_scores_gemma":[0.9984111,0.0007173983,0.0002422527,0.0003317778,0.0002604166,0.00003705086],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.00005103976,0.0001023204,0.7917758,0.0002908038,0.00008781339,0.000003554103,0.1451798,0.000006687025,0.001313191,0.003584802,0.002504324,0.05509984],"study_design_scores_gemma":[0.0009059678,0.00003358444,0.06017346,0.0002235714,0.00003276486,0.00001554404,0.9248322,0.001468766,0.006809447,0.002312593,0.002936964,0.0002551153],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9675556,0.002612966,0.000235508,0.009126346,0.0004416887,0.0008610027,0.00001637978,0.00005808724,0.01909236],"genre_scores_gemma":[0.9947343,0.0001357739,0.0003525448,0.001125401,0.00008017066,0.00002701211,0.000002435346,0.00001132209,0.003530964],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7796524,"threshold_uncertainty_score":0.5191906,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4309334159","doi":"10.1016/j.plas.2022.100074","title":"Opening the black box of project team members’ competencies improvement in a public sector organization for a successful transition to the project society","year":2022,"lang":"en","type":"article","venue":"Project Leadership and Society","topic":"Construction Project Management and Performance","field":"Decision Sciences","cited_by":9,"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 Trois-Rivières; Université du Québec à Chicoutimi","funders":"","keywords":"Project management; Context (archaeology); Knowledge management; Project team; Public sector; Project management triangle; Plan (archaeology); Project charter; Process management; Project plan; Project stakeholder; OPM3; Business; Engineering; Computer science; Political science; Marketing","authors":[{"name":"France Desjardins","is_ca":true},{"name":"Éric Jean","is_ca":true},{"name":"Christophe Bredillet","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1480681978453013,"gpt":0.330684726945627,"spread":0.1826165291003257,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0060135,0.0002343342,0.0003255385,0.0002083917,0.001304872,0.0004819616,0.0008874294,0.00007252248,0.0001019947],"category_scores_gemma":[0.0003046049,0.0001447189,0.0002871515,0.003938267,0.0003072302,0.0005580655,0.0003669206,0.0003796831,0.00000169476],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001616376,"about_ca_system_score_gemma":0.0004919964,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006266203,"about_ca_topic_score_gemma":0.0003562285,"domain_scores_codex":[0.9967505,0.0003510034,0.000694745,0.0006042431,0.001126629,0.0004728385],"domain_scores_gemma":[0.9982895,0.0005591669,0.0003485437,0.0004196969,0.0003516398,0.00003144594],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002335475,0.0002601628,0.02879435,0.000482227,0.000297596,5.922206e-7,0.8547347,0.0008448458,0.001428358,0.002407284,0.09053832,0.01997809],"study_design_scores_gemma":[0.001528021,0.0005318417,0.002184881,0.00002944374,0.00006299773,0.0000130327,0.8884339,0.03760679,0.0006415632,0.0002728156,0.06831893,0.0003757993],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9648056,0.0001837334,0.006572437,0.01800103,0.0004759381,0.008569698,0.0001382073,0.0001022553,0.001151074],"genre_scores_gemma":[0.9956247,0.0000603425,0.001129844,0.001718396,0.0001086302,0.0006565157,0.0000318775,0.00002467512,0.0006450413],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03676195,"threshold_uncertainty_score":0.9999953,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4379259001","doi":"10.1016/j.plas.2023.100085","title":"Climbing to the top: Personal life stories on becoming megaproject leaders","year":2023,"lang":"en","type":"article","venue":"Project Leadership and Society","topic":"Construction Project Management and Performance","field":"Decision Sciences","cited_by":9,"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":"Megaproject; Professionalization; Agency (philosophy); Narrative; Public relations; Value (mathematics); Political science; Sociology; Management; Social science","authors":[{"name":"Alfons van Marrewijk","is_ca":false},{"name":"Shankar Sankaran","is_ca":false},{"name":"Nathalie Drouin","is_ca":true},{"name":"Ralf Müller","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.4107939471365792,"gpt":0.4205131159986586,"spread":0.009719168862079408,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004200909,0.0002294036,0.0002701441,0.0002938751,0.001150029,0.0005743437,0.0005286349,0.0001027692,0.0001099383],"category_scores_gemma":[0.001006296,0.0001476955,0.0002514269,0.002306272,0.000311343,0.0003761073,0.0002086764,0.0003949311,0.0003693243],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005034554,"about_ca_system_score_gemma":0.0001495651,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007240927,"about_ca_topic_score_gemma":0.00007685225,"domain_scores_codex":[0.9970263,0.0001840343,0.0003895044,0.0006437513,0.001170403,0.0005859839],"domain_scores_gemma":[0.998188,0.001100879,0.0001173177,0.0003737463,0.0001107411,0.0001092931],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001454304,0.00003906095,0.05982823,0.000100815,0.0001751675,0.000003786098,0.4162408,0.0001057514,0.00005005898,0.002881169,0.3792711,0.1411587],"study_design_scores_gemma":[0.000585149,0.0001585079,0.01479496,0.00004323829,0.00002972706,0.000003853823,0.7542709,0.006804417,0.00007840757,0.0003202825,0.2225049,0.0004056914],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9276107,0.0002172828,0.0005213504,0.06255899,0.001777897,0.001115722,0.00002400046,0.0004068255,0.005767257],"genre_scores_gemma":[0.9802517,0.00008346338,0.0002389741,0.007902479,0.0005296089,0.00007469003,0.000005484734,0.00001992462,0.01089366],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3380301,"threshold_uncertainty_score":0.8845206,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4403842269","doi":"10.1016/j.plas.2024.100160","title":"How does building information modeling influence decision-making process in the project design? An input, process and output analysis","year":2024,"lang":"en","type":"article","venue":"Project Leadership and Society","topic":"BIM and Construction Integration","field":"Engineering","cited_by":6,"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; HEC Montréal","funders":"","keywords":"Decision analysis; Computer science; Decision-making; Process (computing); Design process; Management science; Engineering; Mathematics; Operations management; Work in process; Statistics","authors":[{"name":"Xavier Morin","is_ca":false},{"name":"Alejandro Romero-Torres","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03807971579096417,"gpt":0.2948443897710444,"spread":0.2567646739800802,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005809358,0.000169751,0.0001531294,0.0002525253,0.0001600953,0.0009589471,0.0001180215,0.0001330654,4.503036e-7],"category_scores_gemma":[0.00005849285,0.0001082708,0.0000635762,0.001211947,0.00005778612,0.002323047,0.000009876817,0.0003326405,1.859251e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004168291,"about_ca_system_score_gemma":0.00007571637,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002441237,"about_ca_topic_score_gemma":0.00003617707,"domain_scores_codex":[0.9990721,0.0000479269,0.0002248856,0.0002122085,0.0002284466,0.0002144661],"domain_scores_gemma":[0.9996484,0.0001197222,0.00003052635,0.0001024725,0.00007815599,0.00002075954],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00003302294,0.00001982121,0.00483414,0.002482433,0.00034564,0.000002540089,0.5060316,0.288293,0.0001133762,0.0009128952,0.00004143371,0.1968901],"study_design_scores_gemma":[0.00008010674,0.00001707599,0.0001972494,0.0001901339,0.00008724423,0.000009445361,0.1218487,0.876072,0.00006663313,0.001248782,0.00002748871,0.0001551086],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6791019,0.0005270605,0.3195859,0.0001358308,0.00005558987,0.0003801317,0.000003696895,0.0001780625,0.00003185629],"genre_scores_gemma":[0.9961321,0.0001300804,0.003431669,0.0001105792,0.00005116097,0.0001250493,0.000005644788,0.00001146114,0.00000224441],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.587779,"threshold_uncertainty_score":0.9247149,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4414980125","doi":"10.1016/j.plas.2025.100195","title":"Call for papers: Leading projects through time","year":2025,"lang":"en","type":"article","venue":"Project Leadership and Society","topic":"Evaluation and Performance Assessment","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Université du Québec à Montréal","funders":"","keywords":"","authors":[{"name":"Dicle Kortantamer","is_ca":false},{"name":"Julie Delisle","is_ca":true},{"name":"Johan Alvehus","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.3959508176493211,"gpt":0.5026396017998451,"spread":0.1066887841505241,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002941037,0.0001537936,0.0002650109,0.00007094631,0.000401676,0.0002945173,0.0002770842,0.0001335392,0.000109833],"category_scores_gemma":[0.0006033677,0.000111223,0.0002159034,0.0006326447,0.0001467083,0.0004018191,0.00006047684,0.0001597253,0.00005845027],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006409662,"about_ca_system_score_gemma":0.0004422755,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001910619,"about_ca_topic_score_gemma":0.00001630794,"domain_scores_codex":[0.9980898,0.0001164737,0.000373101,0.0004794011,0.0005884267,0.0003528042],"domain_scores_gemma":[0.9983392,0.001033551,0.0001089155,0.0002639341,0.0002194494,0.00003491421],"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":[0.0001298806,0.00019899,0.0130123,0.0004904536,0.0002640329,8.062365e-7,0.1357732,0.00003934863,0.003329572,0.02077912,0.7121081,0.1138741],"study_design_scores_gemma":[0.002960546,0.0003523532,0.003930957,0.0002057039,0.0001153083,0.000003723225,0.1459887,0.03638213,0.002445929,0.01229663,0.7946651,0.0006528502],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1242065,0.004017502,0.0462154,0.1076575,0.002404047,0.009573029,0.0001002034,0.0007838876,0.7050419],"genre_scores_gemma":[0.8216138,0.0002034446,0.01338485,0.01662423,0.0002472551,0.0003434354,0.00002290924,0.0000216447,0.1475385],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6974072,"threshold_uncertainty_score":0.4535542,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}