{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000415236,0.000910035,0.0007641491,0.0003503778,0.0003182284,0.0001997284,0.0007382851,0.0003549797,0.000698153],"category_scores_gemma":[0.0001598556,0.00096316,0.0003779933,0.0006725035,0.0001504043,0.0004056469,0.0000574915,0.0005571337,0.0003647886],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006255965,"about_ca_system_score_gemma":0.0001614026,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000185834,"about_ca_topic_score_gemma":0.0001213408,"domain_scores_codex":[0.9962732,0.00005155765,0.000977185,0.0008333872,0.0005241098,0.00134057],"domain_scores_gemma":[0.9981478,0.0001570437,0.00009915864,0.0007929637,0.0002611706,0.0005418048],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001329172,0.001039073,0.004946596,0.0007756079,0.0006243084,0.00005468998,0.00366619,0.1752599,0.002599902,0.0004693528,0.2791637,0.5312678],"study_design_scores_gemma":[0.001786467,0.000141826,0.123856,0.0002952907,0.0001404142,0.0001756146,0.0004974363,0.0631815,0.0018963,0.00005278442,0.8061257,0.001850702],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9777679,0.003933826,0.007430881,0.001054466,0.002346728,0.001088383,0.0005000126,0.002549389,0.003328419],"genre_scores_gemma":[0.9529564,0.002953587,0.01655379,0.0009990983,0.002408581,0.0005057601,0.002282871,0.0004897339,0.02085011],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5294171,"threshold_uncertainty_score":0.9992819,"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."}}