{"id":"W2799731213","doi":"","title":"MODELS AND PATTERNS OF STRATEGIC DEVELOPMENT FOR MANUFACTURING SMEs MODELS AND PATTERNS OF STRATEGIC DEVELOPMENT FOR MANUFACTURING SMEs","year":2004,"lang":"en","type":"preprint","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Innovation and Knowledge Management","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Trois-Rivières","funders":"","keywords":"Business; Manufacturing; Strategic development; Industrial organization; Manufacturing engineering; Marketing; Engineering; Business administration","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001340692,0.0003783786,0.0002049567,0.0014523,0.0007730843,0.003180521,0.0006316283,0.0005841191,0.002582231],"category_scores_gemma":[0.00629362,0.0002393541,0.0004817186,0.002152837,0.002064168,0.002288791,0.001205035,0.0006120481,0.0003882991],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005650577,"about_ca_system_score_gemma":0.004156816,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1097838,"about_ca_topic_score_gemma":0.1062418,"domain_scores_codex":[0.9990394,0.0004349045,0.00004858728,0.00008255655,0.0001785825,0.0002160546],"domain_scores_gemma":[0.9973833,0.001268746,0.0004269147,0.0002157858,0.0004131299,0.0002920088],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001839726,0.00016183,0.1262269,0.0002016357,0.00007246,0.0006151584,0.01674811,0.0726769,0.00110947,0.7290691,0.002797056,0.05013749],"study_design_scores_gemma":[0.0000744007,0.0001969829,0.1071356,0.0003092399,0.00008749832,0.0006151193,0.02604998,0.33313,0.000795564,0.505899,0.02561992,0.00008677452],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8621718,0.001000584,0.03144835,0.003140481,0.00001524615,0.0001159026,0.0002416482,0.00006182565,0.1018043],"genre_scores_gemma":[0.9947578,0.0002807589,0.002978493,0.00002078048,0.000001543324,0.00002782356,0.00007491157,0.000004771905,0.001852963],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1097838,"threshold_uncertainty_score":0.2182895,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06559241022642076,"score_gpt":0.2477402132489948,"score_spread":0.1821478030225741,"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."}}