{"id":"W4384210632","doi":"10.23977/aetp.2023.070601","title":"Exploration on Laboratory Management","year":2023,"lang":"en","type":"article","venue":"Advances in Educational Technology and Psychology","topic":"Biomedical and Engineering Education","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Laboratory automation; Construction management; Engineering management; Technology management; Construction engineering; Computer science; Engineering; Knowledge management; Civil engineering; Automation; Mechanical engineering","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004708033,0.0005124891,0.0003332832,0.00209298,0.002641934,0.005980373,0.001606096,0.00156079,0.005741442],"category_scores_gemma":[0.005096819,0.0002766098,0.0004636436,0.002257278,0.005928396,0.007708686,0.00331888,0.001930549,0.0009218503],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004621456,"about_ca_system_score_gemma":0.006814444,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001928296,"about_ca_topic_score_gemma":0.001190198,"domain_scores_codex":[0.9948684,0.002986606,0.0002028122,0.000476594,0.001030619,0.000434985],"domain_scores_gemma":[0.9962148,0.001744548,0.0005301207,0.0003899787,0.000750047,0.0003703992],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006396401,0.0001430755,0.002847481,0.0006182804,0.00001269908,0.0004579898,0.005281986,0.001753095,0.001986687,0.7974052,0.0112438,0.1781857],"study_design_scores_gemma":[0.00002452768,0.0003019321,0.005973286,0.001397131,0.0000284988,0.0007626088,0.0119679,0.005410293,0.004045749,0.2901678,0.6797987,0.000121679],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.08550446,0.07694793,0.1803534,0.06596667,0.002598359,0.0004297613,0.0001491254,0.000621589,0.5874287],"genre_scores_gemma":[0.8592654,0.04588774,0.03945328,0.00751361,0.002261363,0.0004680586,0.0001480376,0.000137936,0.04486451],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.005980373,"threshold_uncertainty_score":0.03353119,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01015533919502932,"score_gpt":0.3070282166840401,"score_spread":0.2968728774890108,"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."}}