{"id":"W4255963977","doi":"10.18260/1-2--15786","title":"Development And Assessment Of A Pcb Layout And Manufacturing Laboratory Module In Introductory Electric Circuits For Ee And Non Ee Majors","year":2020,"lang":"en","type":"article","venue":"","topic":"Experimental Learning in Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"American Society for Engineering Education; Division of Undergraduate Education; National Science Foundation","keywords":"Printed circuit board; Electronic circuit; Construct (python library); Engineering; Quarter (Canadian coin); Measure (data warehouse); Computer science; Manufacturing engineering; Electrical engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001105504,0.0001485951,0.0002013026,0.0001088896,0.00002394253,0.00001934652,0.0000463605,0.00005108499,0.000004922029],"category_scores_gemma":[0.00001431579,0.0001616347,0.000009013123,0.00008756341,0.00001330623,0.0001019593,0.00004472439,0.000135768,3.088281e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007718382,"about_ca_system_score_gemma":0.00001967067,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003740789,"about_ca_topic_score_gemma":0.000004397402,"domain_scores_codex":[0.9992979,0.00000739641,0.0002058476,0.0002125311,0.00008574442,0.0001906037],"domain_scores_gemma":[0.9997813,0.00003712923,0.00002130283,0.00006745462,0.00001026373,0.00008259845],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00001062159,0.00003008693,0.01630117,0.001568183,0.0001059851,0.000008459293,0.004148797,0.0338204,0.9269145,0.0003365828,0.0001139664,0.01664125],"study_design_scores_gemma":[0.001247877,0.0001155408,0.1344903,0.00008060811,0.0000142076,0.000005090095,0.0006231586,0.2012609,0.6586565,0.00001258234,0.003025058,0.0004682088],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9948929,0.0008074671,0.003542562,0.0000282461,0.00004936961,0.0002327768,0.000002318939,0.00009830855,0.0003460538],"genre_scores_gemma":[0.977735,0.00005004118,0.02208147,0.00002460066,0.00002668338,0.00003460067,0.000002758611,0.00003388337,0.00001096055],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.268258,"threshold_uncertainty_score":0.6591273,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008298455509814942,"score_gpt":0.2208736994764323,"score_spread":0.2125752439666173,"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."}}