{"id":"W2181844600","doi":"","title":"MODELS AND PATTERNS OF STRATEGIC DEVELOPMENT FOR MANUFACTURING SMEs","year":2004,"lang":"en","type":"article","venue":"","topic":"Innovation and Knowledge Management","field":"Business, Management and Accounting","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Trois-Rivières","funders":"","keywords":"Business; Industrial organization; Strategic development; New product development; Competition (biology); Manufacturing; Product (mathematics); Empirical research; Marketing; 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":[0.001811872,0.0003930898,0.0002241623,0.001624021,0.0007207487,0.00300403,0.0007972741,0.0009912957,0.004538966],"category_scores_gemma":[0.009171213,0.0003054864,0.00062613,0.002090596,0.001819978,0.003299117,0.001158841,0.000796105,0.0005987828],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003303907,"about_ca_system_score_gemma":0.001720312,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01720929,"about_ca_topic_score_gemma":0.02002266,"domain_scores_codex":[0.999119,0.0005083313,0.00004109661,0.00007589682,0.0001090747,0.0001465522],"domain_scores_gemma":[0.9965054,0.002365423,0.0003911583,0.0002148798,0.0002792735,0.0002438272],"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":[0.0001124253,0.0001324077,0.04581577,0.00009886172,0.00004843335,0.0004061979,0.008368471,0.07796973,0.000378237,0.8436278,0.00151715,0.02152443],"study_design_scores_gemma":[0.00005054594,0.0001049477,0.01487656,0.0001075519,0.00002766292,0.0003455793,0.008526741,0.3494724,0.0002187689,0.6180995,0.008134493,0.00003543159],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8344161,0.001049119,0.07104532,0.003552675,0.0000235085,0.0001324164,0.0002137099,0.0001013464,0.08946587],"genre_scores_gemma":[0.9919866,0.0002665147,0.005513181,0.00002935378,0.000002655688,0.0000605799,0.00008225237,0.000008414597,0.002050552],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01720929,"threshold_uncertainty_score":0.03421825,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06894339240825248,"score_gpt":0.2466253728879212,"score_spread":0.1776819804796688,"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."}}