{"id":"W2786156975","doi":"","title":"Beyond Lean and the Working Environment","year":2017,"lang":"en","type":"dissertation","venue":"Portuguese National Funding Agency for Science, Research and Technology (RCAAP Project by FCT)","topic":"Quality and Supply Management","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Lean manufacturing; Engineering; Manufacturing engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002127206,0.0003528673,0.0003578301,0.0009941553,0.00127747,0.008258224,0.0007354845,0.001171742,0.006946903],"category_scores_gemma":[0.002483224,0.0001417376,0.0003566732,0.001282258,0.004322411,0.003569388,0.003068423,0.001397977,0.001236429],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001344239,"about_ca_system_score_gemma":0.002930023,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001851517,"about_ca_topic_score_gemma":0.002273559,"domain_scores_codex":[0.9978564,0.000969447,0.00008698611,0.000251766,0.0005613472,0.0002740437],"domain_scores_gemma":[0.9959053,0.002125388,0.0006939915,0.0002364279,0.000504621,0.0005342439],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.000217254,0.000410072,0.0280061,0.004460008,0.0001745202,0.001400364,0.02878509,0.002164321,0.004958978,0.2724797,0.02279724,0.6341463],"study_design_scores_gemma":[0.00002624538,0.0004570455,0.03808152,0.005401388,0.00006364912,0.0009335432,0.02926458,0.0006681503,0.001474683,0.239421,0.6840966,0.000111487],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2271654,0.200228,0.04245504,0.08129223,0.003572902,0.0001515032,0.0005250961,0.0005217805,0.4440881],"genre_scores_gemma":[0.8737587,0.06174494,0.01065759,0.008790324,0.001199379,0.00009697348,0.0002313807,0.0001192242,0.04340139],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.008258224,"threshold_uncertainty_score":0.02323967,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0667184631375535,"score_gpt":0.3560084016702011,"score_spread":0.2892899385326476,"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."}}