{"id":"W1314238","doi":"10.2139/ssrn.1427406","title":"An Experiment that Produces Waste","year":2009,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Innovations in Educational Methods","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Thompson Rivers University","funders":"","keywords":"Waste management; Environmental science; Business; 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":[],"consensus_categories":[],"category_scores_codex":[0.005168281,0.00008502873,0.0000876242,0.0001260951,0.0008817319,0.0001242191,0.0003947765,0.00005415871,0.00007303997],"category_scores_gemma":[0.0001919251,0.00007885176,0.0000409522,0.0003552464,0.00008202194,0.0004857639,0.00000566148,0.0007335563,0.0000139896],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001268627,"about_ca_system_score_gemma":0.004136836,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007226683,"about_ca_topic_score_gemma":0.0002295799,"domain_scores_codex":[0.9974766,0.0003307766,0.0001730584,0.0001627995,0.0004596105,0.001397204],"domain_scores_gemma":[0.999419,0.0000359683,0.0001247906,0.0001599629,0.0001848287,0.0000754627],"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":[0.000008604893,0.0001434366,0.0003354019,2.73776e-7,0.00001465254,3.371343e-7,0.00571484,0.00001659337,0.001761137,0.9156376,0.0002342158,0.07613292],"study_design_scores_gemma":[0.0001606576,0.0003180345,0.0008355948,0.000008759749,0.000009954028,0.00003835705,0.08598682,0.00001037771,0.004409907,0.8848721,0.02316294,0.0001864971],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9371696,0.001892403,0.008307346,0.02404512,0.001772205,0.0002524486,4.941377e-7,0.00008079215,0.02647961],"genre_scores_gemma":[0.987469,0.0005526224,0.007099226,0.0003531859,0.001988613,0.000006207162,0.00000149314,0.000007608813,0.002522062],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08027197,"threshold_uncertainty_score":0.7338569,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03372344315027088,"score_gpt":0.4131472426477953,"score_spread":0.3794237994975244,"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."}}