{"id":"W2360882278","doi":"","title":"Thoughts of the Experiment Center Director on the System and Teaching Reform","year":2006,"lang":"en","type":"article","venue":"Research and Exploration in Laboratory","topic":"Education and Work Dynamics","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"L'Alliance Boviteq","funders":"","keywords":"Center (category theory); Engineering management; Management system; Engineering; Political science; Operations management","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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":[0.001895329,0.00003775955,0.00004957267,0.00005503707,0.0006420839,0.00007371671,0.00009271901,0.00003472063,0.000004093305],"category_scores_gemma":[0.0000982391,0.00002122829,0.000007682322,0.0002223366,0.0002456846,0.0001595803,0.00002789872,0.0001778601,0.000002165388],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001908441,"about_ca_system_score_gemma":0.0001106142,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007678403,"about_ca_topic_score_gemma":0.001621898,"domain_scores_codex":[0.9986523,0.0006661969,0.0001134461,0.00009414669,0.0003366556,0.0001372799],"domain_scores_gemma":[0.9995445,0.0001573931,0.00003494051,0.0001182719,0.0001119813,0.00003291784],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.00001428741,0.00008843644,0.008476937,0.00001674153,0.000002254371,2.664682e-7,0.01935066,0.00000377139,0.000552027,0.9694377,0.001792517,0.0002643845],"study_design_scores_gemma":[0.0008330856,0.0001868248,0.03382491,0.0007473109,0.000003773314,4.346675e-7,0.7682819,0.0006206728,0.007891973,0.009540177,0.1777757,0.000293237],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9650101,0.0001945288,0.000008384449,0.007245152,0.0001607061,0.0002749621,0.000005816033,0.0000125646,0.02708776],"genre_scores_gemma":[0.9991955,0.00008461611,0.00002363975,0.00003691108,0.0001829149,0.00004692082,0.000001599575,0.000003560749,0.0004243822],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9598975,"threshold_uncertainty_score":0.4938455,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05627631427696354,"score_gpt":0.3820346070001432,"score_spread":0.3257582927231797,"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."}}