{"id":"W4200170803","doi":"10.53102/2021.35.01.925","title":"Lean, Kata et Système de Gestion, seconde édition, par Sylvain Landry, Ph. D. et Martin Beaulieu, M. Sc., Les Éditions JFD Inc., Montréal, Québec, Canada, 2021","year":2021,"lang":"fr","type":"article","venue":"Revue Française de Gestion Industrielle","topic":"Quality and Supply Management","field":"Business, Management and Accounting","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Humanities; Political science; Philosophy","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002182706,0.0006407452,0.0006987358,0.0003320927,0.001938127,0.0006053597,0.0004604577,0.0008853216,0.0132251],"category_scores_gemma":[0.002081903,0.0008275536,0.0002205744,0.001223352,0.0002254376,0.001343224,0.0005325055,0.001753205,0.0006175324],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001255324,"about_ca_system_score_gemma":0.00378024,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8905782,"about_ca_topic_score_gemma":0.918517,"domain_scores_codex":[0.9955589,0.0006217143,0.001188606,0.0009318723,0.0006132071,0.001085725],"domain_scores_gemma":[0.9969457,0.0005835859,0.0005570136,0.0008695247,0.0008171253,0.000227027],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004339997,0.0005532828,0.01527514,0.00101444,0.0002052037,0.0007080568,0.0006307933,0.02285888,0.00004911343,0.02297515,0.929502,0.006184518],"study_design_scores_gemma":[0.001239188,0.00002857686,0.03596632,0.001867314,0.0004619888,0.00009743297,0.001804511,0.008117663,0.00008615373,0.001535389,0.9479467,0.0008488058],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.06426999,0.03128233,0.008261185,0.8797197,0.002021573,0.001091389,0.001314396,0.0002554032,0.01178408],"genre_scores_gemma":[0.8317661,0.004672837,0.000657439,0.01690827,0.003664543,0.0004123036,0.007073164,0.0002052589,0.1346401],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.8628114,"threshold_uncertainty_score":0.9994175,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0202978813001705,"score_gpt":0.2098598628310015,"score_spread":0.189561981530831,"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."}}