{"id":"W2371173343","doi":"","title":"On the Opening Teaching Laboratory of Local Universities","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":"Function (biology); Engineering; Mathematics education; Engineering management; Teaching method; Engineering ethics; Psychology; Biology","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":[0.003114318,0.00004384562,0.00006333378,0.0001783485,0.0006500979,0.00007709695,0.000129604,0.00005168912,0.00004737625],"category_scores_gemma":[0.00013583,0.00003721379,0.000007697694,0.0006787116,0.0006154292,0.0004229633,0.00002596435,0.0003025847,0.00001063302],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001671576,"about_ca_system_score_gemma":0.0007102985,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001174909,"about_ca_topic_score_gemma":0.00210154,"domain_scores_codex":[0.99831,0.0008848694,0.0001192774,0.0001082451,0.0003900467,0.0001875186],"domain_scores_gemma":[0.9988697,0.0006321361,0.0000367342,0.000102085,0.0003133409,0.00004599652],"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":[0.00001529376,0.00005054353,0.001233867,0.000005729418,0.000001719827,0.000001191194,0.009281387,0.0001783777,0.0001083016,0.983582,0.005320146,0.0002214147],"study_design_scores_gemma":[0.0003050262,0.0001147065,0.00242218,0.0001181,0.000001800832,4.43628e-8,0.9093242,0.0005126069,0.0005382696,0.02652631,0.05999495,0.000141818],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9716655,0.0001551617,0.0003184373,0.005960952,0.0000821189,0.0001532604,0.00001035071,0.00001777705,0.02163642],"genre_scores_gemma":[0.9990582,0.00008823127,0.00006475214,0.00008142001,0.00008765663,0.00001208025,0.000004423644,0.000004668469,0.0005985763],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9570557,"threshold_uncertainty_score":0.5000093,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05122099969275885,"score_gpt":0.3844434052168552,"score_spread":0.3332224055240964,"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."}}