{"id":"W4236152395","doi":"10.2172/1225611","title":"International Comparison of Product Certification and Verification Methods for Appliances","year":2012,"lang":"en","type":"report","venue":"","topic":"Recycling and Waste Management Techniques","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Certification; Enforcement; Product certification; Product (mathematics); Business; Compliance (psychology); China; Accounting; Marketing; Environmental economics; Economics; Political science; Management; Law","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001246176,0.0001051928,0.0001957321,0.00004604278,0.00003554577,0.00001941237,0.0001816993,0.00007538992,0.0001715806],"category_scores_gemma":[0.0001029167,0.00008971182,0.00004023211,0.00005861392,0.00008227566,0.00009863509,0.0000861508,0.00006177738,0.000006678434],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009356777,"about_ca_system_score_gemma":0.000007559247,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002180125,"about_ca_topic_score_gemma":0.000004274948,"domain_scores_codex":[0.9989932,0.00003188398,0.0003426194,0.0002879337,0.0002529729,0.00009135532],"domain_scores_gemma":[0.9993815,0.00005057024,0.0002753249,0.0002324849,0.00003683165,0.00002330139],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000006594534,0.00006060893,0.02068681,0.0001043129,0.000021174,4.255003e-9,0.00005638652,0.00001007721,0.004930353,0.00009623831,0.02576612,0.9482613],"study_design_scores_gemma":[0.00003441886,0.00001970299,0.01719872,0.00002190111,0.00004541848,5.374573e-7,0.00003548277,0.001167829,0.03426629,0.0001992548,0.946897,0.0001134272],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.001166518,0.0008045927,0.6130183,0.0004815253,0.001014466,0.001461345,0.00001114232,0.0001231232,0.381919],"genre_scores_gemma":[0.3812179,0.002245042,0.596849,0.00001673088,0.0003424169,0.0004757718,0.0003263207,0.00003295805,0.01849383],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.9481479,"threshold_uncertainty_score":0.3658342,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1819621104907049,"score_gpt":0.4567268141097582,"score_spread":0.2747647036190533,"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."}}