{"id":"W4386800691","doi":"10.23977/aetp.2023.071101","title":"Research on Low-cost Digital Teaching in Electrotechnical Experiments","year":2023,"lang":"en","type":"article","venue":"Advances in Educational Technology and Psychology","topic":"Experimental Learning in Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Hanshan Normal University","keywords":"Class (philosophy); Process (computing); Computer science; Quality (philosophy); Controllability; Simple (philosophy); Simulation; Multimedia; Artificial intelligence","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":[0.0002796701,0.0001127498,0.0001251299,0.001589143,0.0000557221,0.00001068361,0.0002065076,0.000214637,0.00001629277],"category_scores_gemma":[0.0001198843,0.0001289702,0.00001144294,0.00114095,0.0001736747,0.0001734196,0.00004485769,0.001139586,0.00009374563],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001090335,"about_ca_system_score_gemma":0.000009531112,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":6.517723e-7,"about_ca_topic_score_gemma":0.000003434785,"domain_scores_codex":[0.9989864,0.00003118101,0.0001881573,0.0002856785,0.0001005358,0.0004080744],"domain_scores_gemma":[0.9995033,0.0002599704,0.00001141903,0.0001884336,0.000007156113,0.00002977901],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001381089,0.0009565388,0.1116652,0.0001122654,0.00003793784,0.00009105948,0.00155797,0.08454762,0.04552437,0.5934107,0.002894062,0.1590641],"study_design_scores_gemma":[0.004135047,0.001059578,0.2130385,0.0009429847,0.000003726517,0.0003279378,0.005731086,0.01213453,0.01738565,0.4453484,0.2979264,0.00196612],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9776995,0.002156918,0.0002718258,0.001531338,0.0004836414,0.0001988716,0.000002644567,0.0003989072,0.01725631],"genre_scores_gemma":[0.9982826,0.0005465508,0.0006164414,0.00004454601,0.00004574888,0.0003449282,0.0000179537,0.00002423114,0.00007701444],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2950324,"threshold_uncertainty_score":0.5259253,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02371023871259339,"score_gpt":0.4276019695746595,"score_spread":0.4038917308620661,"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."}}