{"id":"W4416884757","doi":"10.37665/srdteng22424","title":"How to Cope with the Next Wave in Substance Regulations","year":2011,"lang":"","type":"article","venue":"Soldering and Reliability Conferences","topic":"Photovoltaic Systems and Sustainability","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Intertek (Canada)","funders":"","keywords":"Directive; Carbon footprint; Conformity assessment; Sustainability; European union; Electronics; Legislature; Declaration; Hazardous waste","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":[0.001283359,0.0003247993,0.0003995309,0.00004700691,0.0004779255,0.0003027727,0.0003530542,0.0001437332,0.0003092068],"category_scores_gemma":[0.0001349569,0.0001956117,0.00005631696,0.0005157823,0.001475363,0.0004649568,0.0001858836,0.0003140869,0.000008710007],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001922426,"about_ca_system_score_gemma":0.0001418129,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01839962,"about_ca_topic_score_gemma":0.02345569,"domain_scores_codex":[0.9974871,0.0002433454,0.0003831414,0.0009017279,0.000378666,0.0006060703],"domain_scores_gemma":[0.9985729,0.0001895769,0.0001324064,0.0007812642,0.00007454319,0.0002493333],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002730598,0.0003502521,0.879343,0.0003354342,0.00003089342,0.00002603631,0.0926872,0.0005006982,0.001192808,0.001206025,0.000243684,0.02381092],"study_design_scores_gemma":[0.0003240413,0.0003493221,0.9478323,0.0001822261,0.00002131246,0.000009126974,0.03931388,0.001869854,0.0007867126,0.002853448,0.006056908,0.0004008261],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9895919,0.0002826969,0.0007857713,0.003940089,0.0001687001,0.001267676,0.00001003131,0.00002690633,0.00392622],"genre_scores_gemma":[0.9977595,0.0001130438,0.0005133844,0.00007536047,0.00002997632,0.00009832625,6.027896e-7,0.00001172944,0.00139805],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06848935,"threshold_uncertainty_score":0.9943637,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04281571616340393,"score_gpt":0.2161770390444017,"score_spread":0.1733613228809978,"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."}}