{"id":"W2380247280","doi":"","title":"Strengthening Experimental Teaching Supervision,Improving Personnel Training Quality","year":2009,"lang":"en","type":"article","venue":"Experiment Science and Technology","topic":"Education and Work Dynamics","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"L'Alliance Boviteq","funders":"","keywords":"Quality (philosophy); Engineering management; Training (meteorology); Computer science; Engineering; Medical education; Medicine","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.002048536,0.0001187422,0.0001477595,0.0003435991,0.002720071,0.0001810687,0.0004495223,0.0001084478,0.00006685915],"category_scores_gemma":[0.0008800944,0.0001167852,0.00002364699,0.0007034871,0.00122165,0.0004984483,0.00008076755,0.0002364233,0.000004856523],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002134535,"about_ca_system_score_gemma":0.0004219251,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002495349,"about_ca_topic_score_gemma":0.00002257804,"domain_scores_codex":[0.9982561,0.00007019711,0.0002204589,0.0004388346,0.0005017793,0.0005125803],"domain_scores_gemma":[0.999374,0.00004935786,0.00008192475,0.0002130481,0.00008962109,0.0001920602],"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":[0.000003103243,0.0001199634,0.0008450706,9.292604e-7,0.000001910842,0.000001133513,0.1915719,7.524291e-7,0.1594427,0.5378366,0.00004148086,0.1101344],"study_design_scores_gemma":[0.0002965249,0.0001727144,0.0003932327,0.00002365646,0.000002781077,0.000004480385,0.967553,0.000560217,0.02315092,0.002100802,0.005444409,0.0002972721],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.974173,0.0005068394,0.0001430612,0.00795996,0.0002633753,0.0001436724,3.946713e-7,0.0002713059,0.01653837],"genre_scores_gemma":[0.994157,0.0000180751,0.005042087,0.0004631862,0.00009097451,0.00001241539,7.102737e-7,0.000004870967,0.0002107146],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7759811,"threshold_uncertainty_score":0.9985783,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03895805441394855,"score_gpt":0.3852521355958439,"score_spread":0.3462940811818953,"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."}}