{"id":"W2324672734","doi":"10.1080/00140139.2016.1171402","title":"The biomechanical demands of manual scaling on the shoulders & neck of dental hygienists","year":2016,"lang":"en","type":"article","venue":"Ergonomics","topic":"Occupational health in dentistry","field":"Health Professions","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Memorial Chiropractic College; University of Waterloo; McMaster University","funders":"","keywords":"Shoulders; Physical medicine and rehabilitation; Medicine; Electromyography; Physical therapy; Neck muscles; Work (physics); Psychological intervention; Orthodontics; Surgery; Engineering; Nursing; Anatomy; 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":[],"consensus_categories":[],"category_scores_codex":[0.001055719,0.0001061802,0.0001776609,0.00004704006,0.0005420789,0.00000429773,0.0004059568,0.0001590164,0.0001628866],"category_scores_gemma":[0.0004478129,0.00005288611,0.00008338143,0.00009922272,0.0001987318,0.00004392748,0.0001772587,0.000259089,0.0002350062],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002007181,"about_ca_system_score_gemma":0.0002864119,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004364525,"about_ca_topic_score_gemma":0.0002394187,"domain_scores_codex":[0.9982983,0.0002488688,0.0007185981,0.0001726355,0.0002252353,0.0003363286],"domain_scores_gemma":[0.9961112,0.002827452,0.0004209287,0.0004698795,0.00009115199,0.00007940132],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.005478522,0.0005512676,0.3377384,0.0008041639,0.0002817594,0.000004362176,0.002519115,0.00008888204,0.01075857,0.5167627,0.08397907,0.04103319],"study_design_scores_gemma":[0.005704136,0.0006094473,0.7960703,0.002382389,0.0001129019,0.00001668662,0.006117086,0.001287556,0.0190992,0.02272915,0.1450547,0.0008164168],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9944635,0.00004008794,0.0006672764,0.002111563,0.001415582,0.0003609289,0.00009495795,0.00001788428,0.0008282428],"genre_scores_gemma":[0.9974971,0.00006963252,0.0004640901,0.0003672506,0.0002244856,0.00003500902,0.000006469465,0.00001971798,0.00131625],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4940335,"threshold_uncertainty_score":0.4169288,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08638395087008809,"score_gpt":0.4377863813162716,"score_spread":0.3514024304461835,"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."}}