{"id":"W2790556438","doi":"10.3390/safety4010005","title":"Development of a Preliminary Model for Evaluating Occupational Health and Safety Risk Management Maturity in Small and Medium-Sized Enterprises","year":2018,"lang":"en","type":"article","venue":"Safety","topic":"Occupational Health and Safety Research","field":"Health Professions","cited_by":57,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Trois-Rivières","funders":"Natural Sciences and Engineering Research Council of Canada; Université du Québec à Trois-Rivières","keywords":"Maturity (psychological); Risk analysis (engineering); Work (physics); Occupational safety and health; Capability Maturity Model; Risk management; Small and medium-sized enterprises; Risk assessment; Business; Process management; Safety culture; Operations management; Engineering; Computer science","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005441195,0.0001608621,0.0003658432,0.0001869951,0.001247838,0.000004201688,0.0001254942,0.0001272848,0.00005114331],"category_scores_gemma":[0.000500404,0.0001454939,0.00003124984,0.0001642061,0.0001245522,0.00008177949,0.0003158814,0.0003370181,0.00000688538],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003107538,"about_ca_system_score_gemma":0.00238526,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001333132,"about_ca_topic_score_gemma":0.001331611,"domain_scores_codex":[0.9968753,0.0005229492,0.001209165,0.0003925289,0.0003654656,0.0006345618],"domain_scores_gemma":[0.9975033,0.001319897,0.0003902107,0.000199627,0.0003008992,0.0002859992],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.06168689,0.0004008099,0.4680195,0.009009219,0.0001149909,0.000001115175,0.03601542,0.0001726418,0.00002320693,0.004765052,0.0006212149,0.4191699],"study_design_scores_gemma":[0.004176846,0.0003916334,0.9177896,0.0006581731,0.0000103091,6.369847e-7,0.001265539,0.07155616,0.000004851029,0.002452185,0.001561379,0.0001327336],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8819121,0.0009992511,0.1018128,0.002823849,0.0003684671,0.008621149,0.000739035,0.0000601572,0.002663222],"genre_scores_gemma":[0.6763926,0.001311968,0.3201701,0.0007217355,0.0001153089,0.0007173016,0.0002452297,0.00002648223,0.0002992665],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.44977,"threshold_uncertainty_score":0.959749,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1415056870944655,"score_gpt":0.4841115374969266,"score_spread":0.3426058504024611,"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."}}