{"id":"W205455171","doi":"10.1007/978-3-642-23553-5_15","title":"Assessing Environmental Impact in Environmental Information Systems: Measurements and Monitoring","year":2012,"lang":"en","type":"book-chapter","venue":"Ecoproduction","topic":"Green IT and Sustainability","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"York University","funders":"","keywords":"Environmental resource management; Environmental monitoring; Environmental science; Computer science; Environmental planning; Environmental engineering","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003239661,0.0002650715,0.000216329,0.0001858639,0.00006041973,0.00009823907,0.0000454252,0.0002012232,0.00006162057],"category_scores_gemma":[0.000005416468,0.0002878993,0.00004563841,0.00001347873,0.00003307153,0.001772651,0.00002990539,0.0002895469,0.00006001474],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001676615,"about_ca_system_score_gemma":0.000008870057,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002101091,"about_ca_topic_score_gemma":8.12478e-7,"domain_scores_codex":[0.9989918,0.0000136628,0.0003389739,0.0001761962,0.0002507962,0.0002285966],"domain_scores_gemma":[0.9996252,0.0000057394,0.00008486332,0.0002119974,0.00000470233,0.00006751846],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005091883,0.0001054942,0.5692842,0.001896057,0.0004117336,0.000007892019,0.003569031,0.03412479,0.008754013,0.00005427949,0.0005343228,0.3812073],"study_design_scores_gemma":[0.0009947894,0.00009820949,0.9594328,0.0004654688,0.0001726775,0.000115817,0.001666113,0.002472524,0.001615315,0.0002549049,0.03102573,0.001685587],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9757597,0.006223426,0.00006038176,0.000005850254,0.002125264,0.0006809857,0.00002652872,0.0001280669,0.01498976],"genre_scores_gemma":[0.9976479,0.000331396,0.00003478902,5.741535e-7,0.0005075948,0.00001461248,0.0000959409,0.00003673964,0.001330451],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3901486,"threshold_uncertainty_score":0.9999573,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01883276128408805,"score_gpt":0.2150593330654869,"score_spread":0.1962265717813989,"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."}}