{"id":"W2953251171","doi":"10.26616/nioshhhe201501393338","title":"Evaluation of ergonomics, chemical exposures, and ventilation at four nail salons.","year":2019,"lang":"en","type":"report","venue":"","topic":"Occupational health in dentistry","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Maxxam (Canada)","funders":"","keywords":"Nail (fastener); Engineering; Forensic engineering; Mechanical 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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.007618275,0.0002452873,0.0005892033,0.0001782504,0.0002126984,0.000005309444,0.0001495038,0.001092924,0.002889899],"category_scores_gemma":[0.00178183,0.0002452989,0.00009822138,0.00009176794,0.00006422988,0.00009031888,0.0002921319,0.0007018,0.0004111965],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00319259,"about_ca_system_score_gemma":0.007768298,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007371751,"about_ca_topic_score_gemma":0.0005404152,"domain_scores_codex":[0.9947155,0.0006110105,0.00153127,0.0005034127,0.002281794,0.0003570361],"domain_scores_gemma":[0.9941925,0.0006615894,0.001532296,0.0005573769,0.002923146,0.0001330581],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0004730276,0.0001165684,0.4619153,0.00928877,0.0002549603,0.000002799216,0.0003237466,0.00002779939,0.0005249163,0.0003650488,0.4996658,0.02704131],"study_design_scores_gemma":[0.001649767,0.00005144388,0.9096352,0.001286562,0.0005252582,0.00002401192,0.00008899434,0.001169385,0.0002817601,0.0005643856,0.084354,0.0003692012],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8918651,0.002371471,0.0000518317,0.0001298407,0.006787251,0.00290194,0.000342256,0.00006547201,0.09548479],"genre_scores_gemma":[0.9438291,0.0009254164,0.001233268,0.0001268702,0.001326009,0.0002721367,0.001854493,0.00009352902,0.05033921],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.44772,"threshold_uncertainty_score":0.9999999,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3346824102534401,"score_gpt":0.5223673911385845,"score_spread":0.1876849808851445,"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."}}