{"id":"W4410034427","doi":"10.1007/978-3-031-82896-6_9","title":"Advancing Sustainability Through Digital Maturity: An Open Approach for Evaluating Quebec Organizations’ Environmental Responsibility","year":2025,"lang":"en","type":"book-chapter","venue":"","topic":"Sustainable Industrial Ecology","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"École de Technologie Supérieure","funders":"École de technologie supérieure","keywords":"Sustainability; Maturity (psychological); Business; Environmental resource management; Environmental planning; Political science; Geography; Environmental science; Ecology; Biology","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":[0.005950245,0.0005343867,0.0003112514,0.009121344,0.003315847,0.006268091,0.001160143,0.0008648979,0.008471366],"category_scores_gemma":[0.01370304,0.0001893007,0.0006238341,0.007911554,0.001449711,0.002465637,0.002157209,0.0009286582,0.0003664802],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.06037067,"about_ca_system_score_gemma":0.02765985,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8807841,"about_ca_topic_score_gemma":0.9077885,"domain_scores_codex":[0.9968587,0.001087668,0.0001534605,0.0002045321,0.001269423,0.0004263165],"domain_scores_gemma":[0.9871712,0.003445485,0.000748589,0.0003375279,0.007707389,0.000589848],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003531117,0.0008871708,0.4334084,0.0008059242,0.0002678071,0.0006248984,0.03952676,0.02060052,0.002517384,0.1435622,0.01839661,0.3390491],"study_design_scores_gemma":[0.00007889777,0.0004755364,0.6077041,0.001657831,0.0002417274,0.0001365079,0.1405371,0.09220701,0.003075324,0.01863309,0.1349389,0.0003139401],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.7112119,0.001004081,0.01922287,0.002051727,0.00006002572,0.002244618,0.005396,0.000208059,0.2586007],"genre_scores_gemma":[0.9626487,0.0004004278,0.02147871,0.0001465956,0.000007869915,0.001192239,0.001583508,0.00002442022,0.01251739],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.1192159,"threshold_uncertainty_score":0.4380219,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02001717386722299,"score_gpt":0.2881613047127997,"score_spread":0.2681441308455767,"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."}}