{"id":"W4391974063","doi":"10.1007/978-3-031-54144-5_165","title":"Academic and Research Integrity as Transdisciplinary Fields of Scholarship and Professional Practice","year":2024,"lang":"en","type":"book-chapter","venue":"Springer international handbooks of education","topic":"Academic integrity and plagiarism","field":"Social Sciences","cited_by":6,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Transdisciplinarity; Scholarship; Engineering ethics; Stakeholder; Sociology; Work (physics); Political science; Social science; Engineering; Public relations","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":["metaresearch","research_integrity"],"domain":"methods","study_design":"theoretical_or_conceptual","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":["research_integrity"],"domain":null,"study_design":"theoretical_or_conceptual","genre":"other","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"}],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.009298738,0.0006473195,0.0009446277,0.002530067,0.004927893,0.02367799,0.001689694,0.005568325,0.0170761],"category_scores_gemma":[0.01787118,0.0005242951,0.000303492,0.003979305,0.02942266,0.01452706,0.007068258,0.009206686,0.004971434],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004902904,"about_ca_system_score_gemma":0.01213871,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002317608,"about_ca_topic_score_gemma":0.004307808,"domain_scores_codex":[0.9902893,0.005427455,0.0003685928,0.0004787193,0.002891416,0.0005444666],"domain_scores_gemma":[0.9853873,0.009737507,0.0007273363,0.001471057,0.001766463,0.0009103426],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000002922343,0.000009986813,0.00003533384,0.00005127857,0.0000012349,0.00001730577,0.004634637,0.00004932752,0.00003056533,0.9599964,0.01697795,0.01819302],"study_design_scores_gemma":[0.00000454975,0.0000120121,0.000151747,0.0003198736,0.00000267914,0.000116355,0.003161368,0.0002033515,0.00009186145,0.5513914,0.4445348,0.000009906551],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.002488423,0.04906367,0.01186657,0.03265028,0.00214203,0.00006180458,0.00003806356,0.0001249636,0.9015641],"genre_scores_gemma":[0.1722668,0.03768962,0.009011513,0.007021099,0.004198461,0.0002987272,0.00007724347,0.0002669605,0.7691695],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9944317,"threshold_uncertainty_score":0.05712527,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09371661072015015,"score_gpt":0.4714059506588023,"score_spread":0.3776893399386521,"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."}}