{"id":"W583040533","doi":"","title":"HOT FOR TEACHERS","year":2000,"lang":"en","type":"article","venue":"Roads & bridges/Roads & bridges (Des Plaines, Ill. Online)","topic":"Engineering Education and Curriculum Development","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Curriculum; Work (physics); Shadow (psychology); Engineering; Pilot program; Public relations; Management; Medical education; Political science; Psychology; Pedagogy; Medicine; Economics","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001403098,0.0009608274,0.0009322797,0.001451011,0.00702028,0.0084906,0.001313806,0.003616749,0.5012909],"category_scores_gemma":[0.005719704,0.0005727886,0.0006269762,0.001268862,0.00182362,0.007399403,0.008002793,0.00614848,0.3867365],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002503182,"about_ca_system_score_gemma":0.005000972,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002742351,"about_ca_topic_score_gemma":0.01024411,"domain_scores_codex":[0.9977069,0.000368553,0.00008387603,0.0004113839,0.0007571742,0.0006721287],"domain_scores_gemma":[0.9951834,0.0003027801,0.0002106516,0.0004253615,0.001356069,0.002521587],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001057486,0.00005138426,0.000232102,0.000084008,0.000001506305,0.00007386728,0.0008484875,0.000009250829,0.0001686117,0.004819963,0.9559119,0.03778822],"study_design_scores_gemma":[0.000002393423,0.00000638844,0.0002360247,0.00005075555,6.807028e-7,0.00005495834,0.00090405,0.0000041502,0.00002314443,0.0005981934,0.9981165,0.000002762479],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002496471,0.01075634,0.001848814,0.09257853,0.03990802,0.0002356086,0.001207847,0.002420293,0.8485481],"genre_scores_gemma":[0.005501844,0.001736648,0.0007634611,0.01570689,0.001981639,0.0000927534,0.0003714067,0.0004973378,0.973348],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5012909,"threshold_uncertainty_score":0.7113479,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01293285365751965,"score_gpt":0.2401301286535763,"score_spread":0.2271972749960567,"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."}}