{"id":"W2888258576","doi":"10.1007/978-3-662-46400-7","title":"Vorkurs Mathematik","year":2015,"lang":"de","type":"book","venue":"","topic":"Physics and Engineering Research Articles","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Mathematics","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002887408,0.00041705,0.0004464072,0.0001379098,0.00004072207,0.0001290533,0.000385012,0.0002189045,0.0008393371],"category_scores_gemma":[0.00005288182,0.0003992144,0.0001552772,0.0001248922,0.00005792657,0.0001229036,0.0001365855,0.0005432413,0.01601506],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003550668,"about_ca_system_score_gemma":0.0001846951,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001056526,"about_ca_topic_score_gemma":0.000002381776,"domain_scores_codex":[0.9981647,0.00001160778,0.0003092175,0.0002661515,0.0005765896,0.0006717246],"domain_scores_gemma":[0.9987228,0.00008733013,0.0000285644,0.0005644343,0.0001154122,0.0004814453],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000007243991,0.00007029355,0.000002907677,0.001115171,0.0005886836,0.0001097789,0.0003848265,0.05372777,0.0008379765,0.05705141,0.8582773,0.02782666],"study_design_scores_gemma":[0.0004043887,0.0000881925,0.00001324692,0.0004547818,0.00008142224,0.00001082522,0.00003580336,0.2360765,0.0005763445,0.355803,0.4054929,0.0009625579],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002442787,0.003994626,0.004828474,0.0001125823,0.0009432222,0.000332628,0.0000658932,0.0007813415,0.9864984],"genre_scores_gemma":[0.26093,0.00184027,0.01260076,0.00009113776,0.005744763,0.0001443362,0.0004259303,0.001097304,0.7171255],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4527844,"threshold_uncertainty_score":0.999846,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02395150768454405,"score_gpt":0.2349253332742298,"score_spread":0.2109738255896857,"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."}}