{"id":"W2377055793","doi":"","title":"Discussion about the Course of \"Sensor and Automation Instrumentation\"","year":2005,"lang":"en","type":"article","venue":"Higher education forum","topic":"Experimental Learning in Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"L'Alliance Boviteq","funders":"","keywords":"Instrumentation amplifier; Operational amplifier; Automation; Electrical engineering; Electronic engineering; Instrumentation (computer programming); Amplifier; Computer science; Ideal (ethics); Engineering; CMOS","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0000389146,0.00007395188,0.00005677719,0.00003642537,0.00004891502,0.00001844338,0.00005150268,0.00003024541,0.0001134414],"category_scores_gemma":[0.000002538507,0.00004809899,0.00001643936,0.00008066306,0.00002541903,0.0001635276,0.0000113911,0.00006245424,0.00001834368],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004881609,"about_ca_system_score_gemma":0.00001258096,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003486938,"about_ca_topic_score_gemma":0.000001184741,"domain_scores_codex":[0.9996197,0.00000951803,0.0001362299,0.00006485293,0.00007678855,0.00009287068],"domain_scores_gemma":[0.9997979,0.00001484377,0.00003093839,0.0001118048,0.00001602366,0.00002845529],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.00001805187,0.0004722735,0.04998063,0.0003725571,0.0001817496,2.935548e-7,0.01412627,0.212931,0.1684443,0.05055926,0.05304909,0.4498645],"study_design_scores_gemma":[0.0004884023,0.0000434763,0.4944229,0.0001587613,0.00003227811,0.0000145159,0.003736531,0.04751142,0.05561706,0.000220972,0.3973942,0.000359449],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.985656,0.001766259,0.0006596174,0.005028123,0.001306412,0.0002220274,0.000004324354,0.0002783372,0.005078919],"genre_scores_gemma":[0.9958755,0.00002060055,0.002506657,0.00006774766,0.00009960296,0.00002856387,0.00001468469,0.00001833099,0.001368322],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4495051,"threshold_uncertainty_score":0.196142,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006012072568966748,"score_gpt":0.2592157200922597,"score_spread":0.2532036475232929,"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."}}