{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01608029,0.0003344817,0.0003496845,0.001029587,0.001786921,0.00119092,0.001586415,0.0006230384,0.003038566],"category_scores_gemma":[0.03196336,0.0002371328,0.0002936507,0.0004839579,0.00140264,0.001515778,0.002109098,0.001080313,0.0003866667],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002132543,"about_ca_system_score_gemma":0.006876414,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002618134,"about_ca_topic_score_gemma":0.004150697,"domain_scores_codex":[0.985762,0.009696534,0.0008225594,0.0009686889,0.001934275,0.0008159442],"domain_scores_gemma":[0.9535269,0.01659242,0.00660978,0.008416542,0.008175508,0.006678831],"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":[0.001795013,0.006535762,0.1936359,0.001444986,0.0001141373,0.0002140329,0.0110278,0.01101502,0.03413991,0.009521496,0.005931866,0.7246241],"study_design_scores_gemma":[0.001214674,0.0119538,0.773192,0.001681442,0.0002088156,0.0008915647,0.01663338,0.03815827,0.04218582,0.01527002,0.09828259,0.0003276216],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"commentary","genre_scores_codex":[0.8414113,0.001348509,0.1339648,0.00391842,0.0003738207,0.001661423,0.0001213667,0.001513816,0.01568652],"genre_scores_gemma":[0.9690653,0.0002152252,0.02818722,0.0002022922,0.000165366,0.0004356455,0.00007296424,0.00003281253,0.001623342],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.01608029,"threshold_uncertainty_score":0.0850417,"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."}}