{"id":"W2098437692","doi":"10.1155/2012/879671","title":"Development of a Control Banding Tool for Nanomaterials","year":2012,"lang":"en","type":"article","venue":"Journal of Nanomaterials","topic":"Nanoparticles: synthesis and applications","field":"Materials Science","cited_by":61,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institut de recherche Robert-Sauvé en santé et en sécurité du travail","funders":"Agence Nationale de Sécurité Sanitaire de l’Alimentation, de l’Environnement et du Travail","keywords":"Materials science; Nanomaterials; Nanotechnology","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":[0.003384766,0.0001546737,0.0006434964,0.000104713,0.0001357136,0.00008595924,0.0002800591,0.00007151671,0.000500041],"category_scores_gemma":[0.0002661849,0.0001149779,0.0001325231,0.00007368997,0.00004032013,0.0004147921,0.0000359885,0.00001739159,0.00004912905],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005912187,"about_ca_system_score_gemma":0.0001519361,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":6.666353e-7,"about_ca_topic_score_gemma":1.658002e-7,"domain_scores_codex":[0.9976065,0.0001125771,0.001532141,0.0001124767,0.0002580278,0.0003782422],"domain_scores_gemma":[0.997886,0.0002736904,0.001330262,0.0001783974,0.000213439,0.0001182324],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0002069908,0.0001707402,0.0003499748,0.00007103681,0.00003111093,5.029603e-7,0.0004152681,0.000002686243,0.9970186,0.0008243632,0.0002078945,0.000700776],"study_design_scores_gemma":[0.0009494583,0.00006820681,0.001455287,0.00008587093,0.00006914992,0.00004430924,0.00005848495,0.000001426974,0.9844289,0.000122581,0.01257777,0.0001384801],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9939106,0.0002037044,0.004061521,0.00005486556,0.001281416,0.0003724283,0.00007649236,0.00001553111,0.00002347149],"genre_scores_gemma":[0.945509,0.000008751768,0.05374327,0.00003167533,0.0006027946,0.00006224026,0.000001502453,0.0000199681,0.00002078235],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04968175,"threshold_uncertainty_score":0.5475098,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03127984325443297,"score_gpt":0.2846046260330276,"score_spread":0.2533247827785946,"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."}}