{"id":"W2951102562","doi":"","title":"Content. While we go bigger and beyonder, who holds down the fort for us? A perspective on modeling curricula to promote maintenance and strategic enhancement.","year":2019,"lang":"en","type":"article","venue":"Scholarship@Western (Western University)","topic":"Technology Assessment and Management","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Perspective (graphical); Curriculum; Engineering ethics; Public relations; Business; Political science; Sociology; Environmental ethics; Marketing; Management; Engineering; Economics; Computer science; Philosophy; Law; Artificial intelligence","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008496066,0.0005769974,0.0005062227,0.001428927,0.004379492,0.01748009,0.002003099,0.003872711,0.0185623],"category_scores_gemma":[0.01543517,0.000312078,0.0006888985,0.001174359,0.01020438,0.01833418,0.008334687,0.006616634,0.007842806],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01160355,"about_ca_system_score_gemma":0.01296852,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008305906,"about_ca_topic_score_gemma":0.01414821,"domain_scores_codex":[0.9956309,0.002492772,0.0001178922,0.0003564712,0.001004845,0.0003972827],"domain_scores_gemma":[0.990567,0.003482683,0.0006356485,0.001394357,0.001797794,0.002122411],"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":[0.00002973528,0.000142344,0.002472398,0.0005208937,0.000015952,0.0001329495,0.05922539,0.0005305841,0.001179394,0.53554,0.2497882,0.1504222],"study_design_scores_gemma":[0.00000517732,0.00003601211,0.001222954,0.0007698612,0.000009854941,0.0001163886,0.01565465,0.0003693884,0.000599225,0.06314556,0.9180506,0.0000201845],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.02433541,0.01179491,0.06628887,0.4932865,0.007281105,0.000271455,0.0005202459,0.001426115,0.3947954],"genre_scores_gemma":[0.4635874,0.01557355,0.07253406,0.0877886,0.002776467,0.0006501093,0.001221712,0.002247206,0.3536209],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.0185623,"threshold_uncertainty_score":0.08419001,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07471918598377275,"score_gpt":0.2888668907744967,"score_spread":0.2141477047907239,"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."}}