{"id":"W2385163210","doi":"","title":"Research Experimental Platform in Postgraduate Training","year":2006,"lang":"en","type":"article","venue":"Research and Exploration in Laboratory","topic":"Educational Technology and Assessment","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"L'Alliance Boviteq","funders":"","keywords":"Diathesis; Identification (biology); Comprehension; Training (meteorology); Engineering; Computer science; Engineering management; 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":[],"consensus_categories":[],"category_scores_codex":[0.003035579,0.00006656428,0.00008669159,0.0009349658,0.0002136004,0.0001473184,0.0003187417,0.00008175521,0.000006817299],"category_scores_gemma":[0.00006973878,0.00006745426,0.000006590267,0.002049825,0.0002235177,0.001282424,0.0001578231,0.0005673795,0.0000281849],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001963304,"about_ca_system_score_gemma":0.0004384835,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001475128,"about_ca_topic_score_gemma":0.0002370631,"domain_scores_codex":[0.9982642,0.0002311805,0.0002058519,0.0003159176,0.0005399349,0.0004429169],"domain_scores_gemma":[0.9991992,0.0002416138,0.00001901447,0.0002196726,0.0002639184,0.00005662318],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00001815022,0.0003832533,0.005112409,0.00001006183,0.000001926742,0.000039881,0.003560282,0.00004520853,0.009964704,0.9759049,0.002148882,0.002810286],"study_design_scores_gemma":[0.002166018,0.001020522,0.07916975,0.0002270895,4.365583e-7,0.00000960246,0.05987933,0.007908012,0.1038485,0.7342515,0.01099369,0.0005255755],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9901759,0.0007907473,0.0007067497,0.005786896,0.00008027033,0.00023184,0.000002075888,0.00004575642,0.002179739],"genre_scores_gemma":[0.9971539,0.0000653134,0.002371808,0.00002430428,0.00005870289,0.00021927,0.000008289923,0.00000508269,0.00009335273],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2416534,"threshold_uncertainty_score":0.2750705,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2215528641475377,"score_gpt":0.4530667919951954,"score_spread":0.2315139278476577,"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."}}