{"id":"W2107762826","doi":"10.24908/pceea.v0i0.3759","title":"\"PHYSICS ENVY\" AND ENGINEERING DESIGN","year":2011,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Cognitive Science and Education Research","field":"Neuroscience","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Credibility; Function (biology); Phenomenon; Epistemology; Engineering ethics; Physics; Theoretical physics; Engineering; Quantum mechanics; Biology; Philosophy","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.0004425363,0.0001038961,0.00009226971,0.0002099542,0.0001785575,0.00009404892,0.0002757215,0.00006820088,0.00004542797],"category_scores_gemma":[0.003485731,0.0001004191,0.00003734406,0.0006786438,0.00003154969,0.0003223454,0.00003183524,0.0001816607,0.00001584613],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000574121,"about_ca_system_score_gemma":0.0005900177,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002020681,"about_ca_topic_score_gemma":0.0001719133,"domain_scores_codex":[0.9990146,0.000008299771,0.0001547537,0.0002122021,0.0002994552,0.0003107556],"domain_scores_gemma":[0.999148,0.0001113665,0.0001320435,0.00007167174,0.000313573,0.0002233314],"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":[0.00001737739,0.0004464646,0.184783,0.0005777862,0.00008788303,6.557641e-7,0.02721627,0.0007868126,0.5679409,0.1632228,0.03545212,0.01946796],"study_design_scores_gemma":[0.0002859542,0.00006043553,0.4478051,0.0002010634,0.00004580754,0.00001365849,0.0009200632,0.01080546,0.5231595,0.002365773,0.01371587,0.0006213358],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9802738,0.0000605472,0.0004208524,0.003409534,0.001884786,0.0008350842,0.00001925336,0.000127543,0.01296863],"genre_scores_gemma":[0.9969631,0.00001422697,0.001269561,0.0002570445,0.0001021811,0.00004772886,4.989251e-7,0.00001697652,0.001328702],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2630222,"threshold_uncertainty_score":0.4172997,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0503581630260428,"score_gpt":0.2413238896548682,"score_spread":0.1909657266288254,"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."}}