{"id":"W4302512969","doi":"","title":"Arting for sustainability","year":2012,"lang":"en","type":"preprint","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Sustainability in Higher Education","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"","keywords":"Sustainability; Computer science","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":["metaresearch","metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0253082,0.0002999015,0.000365316,0.0001657915,0.001249703,0.0005281615,0.001325158,0.0005100509,0.000188896],"category_scores_gemma":[0.02856659,0.0003604347,0.0003071055,0.000430359,0.000727332,0.0002633595,0.0008241971,0.0005909678,0.00002216779],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001626404,"about_ca_system_score_gemma":0.002543251,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008790964,"about_ca_topic_score_gemma":0.005063055,"domain_scores_codex":[0.9875457,0.009662413,0.0006204988,0.0007961697,0.0005596622,0.0008155512],"domain_scores_gemma":[0.9823166,0.005442325,0.0006396447,0.002066788,0.009193944,0.0003406898],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00001627083,0.0009708737,0.02978862,0.0007389798,0.00005535662,4.789963e-7,0.2276763,0.00004757017,0.00005321486,0.6995929,0.001895589,0.03916385],"study_design_scores_gemma":[0.000664582,4.928498e-7,0.01836507,0.0008774256,0.000187842,0.000001385435,0.03071833,0.001417183,0.00406931,0.5271099,0.4152759,0.001312632],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5750675,0.001855862,0.1403391,0.1596769,0.002279056,0.005598146,0.00008691233,0.001015711,0.1140809],"genre_scores_gemma":[0.9599847,0.00007604335,0.0244294,0.00008501654,0.0002315249,0.0006600426,0.0002835826,0.00004750261,0.01420215],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4133803,"threshold_uncertainty_score":0.9998848,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02431855234201599,"score_gpt":0.3182963639476751,"score_spread":0.2939778116056592,"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."}}