{"id":"W3204356557","doi":"10.12688/f1000research.73069.1","title":"Workplace ergonomics problems and solutions: Working from home","year":2021,"lang":"en","type":"preprint","venue":"F1000Research","topic":"Gender Studies and Social Issues","field":"Social Sciences","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Moncton","funders":"","keywords":"Human factors and ergonomics; Work (physics); Desk; Psychology; Medicine; Poison control; Engineering; Environmental health; 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":["sts","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.001653516,0.0002040757,0.0004164063,0.0001014599,0.001811311,0.001059048,0.0005966398,0.0004595916,0.0002965398],"category_scores_gemma":[0.0003601098,0.0002293694,0.0001235947,0.0003007497,0.0006377722,0.00008916429,0.002963747,0.001049622,0.00003225023],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003461663,"about_ca_system_score_gemma":0.0006666298,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.05332303,"about_ca_topic_score_gemma":0.04725254,"domain_scores_codex":[0.9968441,0.0006468803,0.000269837,0.0006698787,0.0007297533,0.0008395512],"domain_scores_gemma":[0.9985588,0.0004972811,0.00009208068,0.0003689543,0.0002428309,0.0002400376],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00008765637,0.0003199482,0.08052626,0.0003771833,0.001148644,0.00009561025,0.7909047,0.0005800402,0.00006676907,0.02303917,0.01710199,0.085752],"study_design_scores_gemma":[0.0005788764,0.00004332143,0.05678542,0.001191046,0.0001108768,4.97839e-7,0.3516183,0.0005412913,0.00001426787,0.07322598,0.5145631,0.001327083],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7762628,0.1404673,0.0006132683,0.01555391,0.003335753,0.001950662,0.00009522716,0.0003544437,0.06136673],"genre_scores_gemma":[0.9401323,0.04986842,0.001448414,0.00006725509,0.00165034,0.000174068,0.00007442755,0.00004081844,0.006544021],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4974611,"threshold_uncertainty_score":0.9999779,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2011126835157777,"score_gpt":0.3766975495150899,"score_spread":0.1755848659993122,"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."}}