{"id":"W6977172870","doi":"10.6084/m9.figshare.29078956.v1","title":"Additional file 3 of Evaluating for learning and sustainability (ELS) framework: a realist synthesis","year":2025,"lang":"en","type":"article","venue":"Figshare","topic":"Sustainability in Higher Education","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; University of British Columbia; Trillium Health Centre; University of Toronto","funders":"","keywords":"Sustainability; Production (economics); Key (lock); Focus (optics); Context (archaeology)","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.01022483,0.001041204,0.001013311,0.003384726,0.00107942,0.002694826,0.002568459,0.001475189,0.8879381],"category_scores_gemma":[0.09831566,0.000605578,0.001383021,0.00649973,0.0006718157,0.002984811,0.00198924,0.001686241,0.128747],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002703563,"about_ca_system_score_gemma":0.004609364,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01484825,"about_ca_topic_score_gemma":0.02419773,"domain_scores_codex":[0.9970692,0.001644079,0.0002472974,0.0003238953,0.0005466549,0.0001689256],"domain_scores_gemma":[0.8806241,0.1078716,0.001435156,0.00239099,0.007004227,0.000673977],"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":[0.0001856952,0.00005000912,0.0005711229,0.008043477,0.00006016171,0.00002286006,0.0002740306,0.0009332207,0.00003073055,0.01133925,0.9618648,0.01662454],"study_design_scores_gemma":[0.0007943325,0.00007084023,0.003382786,0.007885201,0.0001775793,0.0000641177,0.0007679033,0.000853171,0.0001796329,0.03269728,0.9530597,0.00006747275],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.0001743699,0.0001415242,0.002608723,0.0006073997,0.00009336169,0.0004299356,0.9856721,0.0003759107,0.009896544],"genre_scores_gemma":[0.03061805,0.001631881,0.07350986,0.003047415,0.0003221805,0.0219117,0.803426,0.004955355,0.06057761],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.8879381,"threshold_uncertainty_score":0.1598426,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0445173565832787,"score_gpt":0.4131697700243196,"score_spread":0.3686524134410409,"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."}}