{"id":"W4392376624","doi":"10.4324/9781032625720","title":"Codevelopment Action Learning for Business","year":2024,"lang":"en","type":"book","venue":"","topic":"Business Process Modeling and Analysis","field":"Business, Management and Accounting","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Action (physics); Action learning; Computer science; Psychology; Physics; Mathematics education","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003201619,0.0004573733,0.0005068942,0.000769866,0.0002982932,0.0008911628,0.000253613,0.0003355788,0.0004261335],"category_scores_gemma":[0.0000951484,0.0003989828,0.000241403,0.0005395251,0.00003259129,0.0006054853,0.0001831143,0.0003851292,0.001508291],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001381595,"about_ca_system_score_gemma":0.0002774012,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009851105,"about_ca_topic_score_gemma":0.0000709803,"domain_scores_codex":[0.9981952,0.00000197931,0.0004404393,0.0006670797,0.0003596631,0.0003355875],"domain_scores_gemma":[0.998453,0.00003737364,0.0003025851,0.0001882753,0.001008035,0.00001072299],"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":[0.00007103299,0.00006456034,0.00004376025,0.01606585,0.0006582701,0.00001559375,0.00003165069,0.01060386,0.00004067435,0.05321088,0.7731048,0.146089],"study_design_scores_gemma":[0.0001708111,0.000001860784,0.00001162086,0.0005579814,0.0006172096,0.000001108955,0.00003161679,0.05021574,0.000003203088,0.02385832,0.9239835,0.0005470529],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00005570591,0.0009642889,0.1025425,0.002425984,0.002222177,0.0005179952,0.000004929858,0.001440773,0.8898256],"genre_scores_gemma":[0.003264333,0.000125574,0.0004713953,0.0008189981,0.005037511,0.0001220936,0.001183653,0.0001777018,0.9887987],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1508786,"threshold_uncertainty_score":0.9998462,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04264498498652401,"score_gpt":0.2543694367097019,"score_spread":0.2117244517231779,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}