{"id":"W2358688208","doi":"","title":"Investigation on Waste Discharge and New Acts for Green Managements in University Labs","year":2009,"lang":"en","type":"article","venue":"Research and Exploration in Laboratory","topic":"Higher Education and Teaching Methods","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"L'Alliance Boviteq","funders":"","keywords":"Waste management; Plan (archaeology); Engineering; Wastewater; Environmental science; Geography; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001325018,0.00005394448,0.00006491254,0.0004044784,0.0001071179,0.00009041391,0.0001425152,0.00003607675,0.000001320269],"category_scores_gemma":[0.0001003545,0.00005589317,0.000004597433,0.000757455,0.00003122809,0.001016684,0.00004077841,0.0001454311,0.000004019491],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006384192,"about_ca_system_score_gemma":0.000124514,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004720487,"about_ca_topic_score_gemma":0.00008457097,"domain_scores_codex":[0.9990131,0.000329706,0.00009100362,0.0002295069,0.0001712812,0.0001653888],"domain_scores_gemma":[0.9995148,0.0001154347,0.00002351497,0.0001456311,0.00007291904,0.0001277364],"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":[0.0001198178,0.0001804686,0.01186694,0.00007348406,0.000007347497,0.00001071145,0.02001508,0.0000649129,0.003644181,0.8797632,0.006453868,0.07779995],"study_design_scores_gemma":[0.008480851,0.002482419,0.3181905,0.0005336424,0.000006059253,0.000001077442,0.009424305,0.02767436,0.01531442,0.4424733,0.1744203,0.0009987187],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9158534,0.000138735,0.05150831,0.03067632,0.00014718,0.000682604,0.00000589176,0.00005755807,0.0009300323],"genre_scores_gemma":[0.9826106,0.0001286733,0.01561282,0.0003595883,0.00007025859,0.000009033893,0.00001060288,0.000004479912,0.001193885],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4372899,"threshold_uncertainty_score":0.2279257,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2097073047088113,"score_gpt":0.3894478222460316,"score_spread":0.1797405175372203,"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."}}