{"id":"W4384915535","doi":"10.23977/aetp.2023.070704","title":"Discussion on the Construction of the Safety Management System of University Machinery Laboratory under the New Situation","year":2023,"lang":"en","type":"article","venue":"Advances in Educational Technology and Psychology","topic":"Quality and Safety in Healthcare","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Laboratory safety; Engineering management; Engineering; Management system; Construction engineering; Class (philosophy); Virtual Laboratory; Systems engineering; Computer science; Operations management","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007935145,0.00005920546,0.0001071085,0.0001755998,0.0004564371,4.362676e-7,0.0002228682,0.000168049,0.00003482579],"category_scores_gemma":[0.00006898079,0.00002842702,0.00001882324,0.001033813,0.0004709981,0.00004381843,0.0000544496,0.0003969618,0.00001101358],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006174817,"about_ca_system_score_gemma":0.0001179094,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001700398,"about_ca_topic_score_gemma":0.0001394645,"domain_scores_codex":[0.9986054,0.0007619743,0.0002737301,0.0001448777,0.00009052508,0.0001234687],"domain_scores_gemma":[0.99842,0.00096917,0.0002299073,0.0003120543,0.00005581258,0.00001308512],"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":[0.0001048336,0.00002092555,0.03948336,0.0001094705,0.0000101187,1.453808e-7,0.0007828419,0.00007174376,0.00001573911,0.9527825,0.0007961654,0.005822164],"study_design_scores_gemma":[0.0003801551,0.00003250931,0.6020652,0.000275746,0.00001202779,0.000002668275,0.05614025,0.00002255659,0.00001076959,0.2973259,0.04368186,0.00005039046],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.3876295,0.0005492156,0.0007586592,0.6031904,0.002200251,0.0007239337,0.00005041885,0.00004619957,0.004851424],"genre_scores_gemma":[0.9963822,0.001741421,0.0001887505,0.001009609,0.0000473066,0.00001875633,0.00001010901,0.000003724698,0.0005981103],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6554566,"threshold_uncertainty_score":0.3510591,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03400253464055331,"score_gpt":0.4186570520608858,"score_spread":0.3846545174203325,"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."}}