{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001331873,0.00009805679,0.0001026235,0.00005436041,0.00004603711,0.0001405945,0.0002225094,0.00005201771,0.000001940123],"category_scores_gemma":[0.00012373,0.00005666785,0.00003454241,0.000158527,0.00008275679,0.000152951,0.00002712533,0.0001708487,0.000001848189],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001445336,"about_ca_system_score_gemma":0.000006752119,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008550055,"about_ca_topic_score_gemma":0.0001729456,"domain_scores_codex":[0.9994769,0.00002136512,0.0002279898,0.00006693868,0.00009097995,0.0001158603],"domain_scores_gemma":[0.9993958,0.0003767503,0.00002809242,0.0001694114,0.00001459307,0.00001533065],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003497818,0.0002689027,0.4922136,0.001859152,0.0003363157,0.00003424269,0.007999346,0.009024996,0.0004868526,0.0260762,0.02268062,0.43867],"study_design_scores_gemma":[0.005404095,0.0001544806,0.6941057,0.001664026,0.0001168149,0.0001076641,0.006154565,0.05423869,0.005707071,0.04723181,0.1838739,0.001241257],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9476836,0.0005641163,0.0008130542,0.003398778,0.0003347741,0.000256852,0.00001525052,0.000111201,0.04682233],"genre_scores_gemma":[0.9995379,0.0000749176,0.00001623523,0.00005088891,0.00002244314,0.00001629503,0.000006157272,0.000007020851,0.0002681378],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4374287,"threshold_uncertainty_score":0.2310848,"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."}}