{"id":"W7135991963","doi":"","title":"Reporting with purpose? Preliminary findings from a study of the first year of PRME SIP 2.0","year":2025,"lang":"en","type":"article","venue":"Zürcher Hochschule für Angewandte Wissenschaften digital collection (Zurich University of Applied Sciences)","topic":"Sustainability in Higher Education","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University; Conestoga College; Queen's University","funders":"","keywords":"Sustainability; Transparency (behavior); Sustainability reporting; Stakeholder; Stakeholder engagement; Corporate social responsibility; Stakeholder management","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001152899,0.0001521083,0.000352004,0.0003143264,0.001085661,0.00007810164,0.0006732371,0.0001171684,0.00003921592],"category_scores_gemma":[0.0005084091,0.0001367408,0.0001041204,0.003900215,0.001398998,0.0004045858,0.0002235346,0.0001708552,0.000001432977],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003113649,"about_ca_system_score_gemma":0.001100907,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005454154,"about_ca_topic_score_gemma":0.004449734,"domain_scores_codex":[0.9978456,0.000103174,0.0005091698,0.0004633875,0.0008004009,0.0002782247],"domain_scores_gemma":[0.997779,0.0003543832,0.0008875108,0.0003817505,0.0005283291,0.00006905446],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.001706351,0.00210222,0.8137054,0.000152851,0.0002381662,0.00000674557,0.1714883,0.001738953,0.0009341235,0.005432377,0.002178252,0.0003162901],"study_design_scores_gemma":[0.00173481,0.0009511287,0.3615987,0.0001710723,0.0002094966,0.000001344883,0.6221146,0.00006764093,0.005267498,0.00389836,0.003647505,0.000337862],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.951928,0.00001893007,0.0001318179,0.0006442239,0.0001286881,0.001126197,0.000009798424,0.00004343725,0.04596893],"genre_scores_gemma":[0.9964236,0.000003076324,0.0004426052,0.0000130186,0.00002065407,0.000004894232,0.000002113741,0.000007023402,0.003082984],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4521067,"threshold_uncertainty_score":0.8350139,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0163490007483384,"score_gpt":0.2719902032370793,"score_spread":0.2556412024887409,"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."}}