{"id":"W4414141748","doi":"10.3390/machines13090835","title":"The Digital Maturity of Small- and Medium-Sized Enterprises in the Saguenay-Lac-Saint-Jean Region","year":2025,"lang":"en","type":"article","venue":"Machines","topic":"Digital Transformation in Industry","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Chicoutimi","funders":"Social Sciences and Humanities Research Council of Canada; Mitacs","keywords":"Maturity (psychological); Digitization; Capability Maturity Model; Context (archaeology); Service Integration Maturity Model; Industry 4.0","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0008809227,0.0001273256,0.0001808499,0.001327426,0.0008055196,0.001632032,0.0002500098,0.0003106055,0.001194079],"category_scores_gemma":[0.001940524,0.00009100854,0.0001583852,0.001254482,0.0004763567,0.0007424704,0.001146087,0.0002513892,0.0001328201],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00341575,"about_ca_system_score_gemma":0.002247623,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1357204,"about_ca_topic_score_gemma":0.1151618,"domain_scores_codex":[0.9995468,0.0001309616,0.00002222086,0.00005412077,0.00008316767,0.0001627518],"domain_scores_gemma":[0.9988819,0.0003875734,0.0002150354,0.00002289176,0.0002336245,0.0002589919],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002785677,0.00009767535,0.8558273,0.0001235698,0.0000283666,0.001900187,0.09417831,0.001089584,0.003528279,0.004213009,0.0005189723,0.03821604],"study_design_scores_gemma":[0.000003807748,0.00008088775,0.9456306,0.00006351399,0.00000654106,0.0002469473,0.0452793,0.0006828625,0.0003253717,0.0002255906,0.007438012,0.00001665581],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9978541,0.0002392289,0.00006352527,0.00007520675,0.000001272959,0.000004946624,0.00005252211,0.000002599576,0.001706547],"genre_scores_gemma":[0.9990815,0.0001425571,0.00006731289,0.00001230841,0.000001208966,0.000005394336,0.00006799907,0.000001410885,0.0006203866],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8642796,"threshold_uncertainty_score":0.2698609,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009896628867493469,"score_gpt":0.2199059545926738,"score_spread":0.2100093257251804,"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."}}