{"id":"W4394168734","doi":"10.6084/m9.figshare.1450804.v1","title":"Cobre for machine learning","year":2015,"lang":"en","type":"dataset","venue":"Figshare","topic":"Machine Learning and Data Classification","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science; Artificial intelligence","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005032156,0.003204006,0.002716328,0.004183295,0.001148317,0.005014748,0.006254629,0.003273966,0.1815043],"category_scores_gemma":[0.02447606,0.001196332,0.002770963,0.003694992,0.0008865775,0.004323688,0.004538559,0.00513109,0.175161],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001625945,"about_ca_system_score_gemma":0.003184345,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00221296,"about_ca_topic_score_gemma":0.00351614,"domain_scores_codex":[0.9935377,0.001663508,0.0006250135,0.001906891,0.001901516,0.0003653712],"domain_scores_gemma":[0.9904802,0.003639976,0.0005329659,0.00306481,0.001819306,0.0004627027],"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":[0.0001278824,0.00005227686,0.0003738071,0.001367624,0.0002088143,0.00007997792,0.00005050348,0.003452656,0.0006996082,0.02454275,0.8777401,0.09130405],"study_design_scores_gemma":[0.0001811071,0.00009268423,0.0007792594,0.0005101042,0.00006391581,0.0002559252,0.00002727147,0.03473334,0.001911891,0.09382313,0.8675284,0.00009299118],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"methods","genre_gemma":"dataset","genre_scores_codex":[0.001842263,0.01210805,0.4282292,0.006581187,0.003748754,0.001162536,0.2151582,0.2472866,0.08388335],"genre_scores_gemma":[0.02321499,0.005684838,0.5347472,0.004291967,0.002015151,0.00556352,0.3294882,0.05016541,0.04482872],"genre_candidate":"dataset","genre_consensus":null,"teacher_disagreement_score":0.1815043,"threshold_uncertainty_score":0.6071923,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07403695984826873,"score_gpt":0.3104002490653777,"score_spread":0.2363632892171089,"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."}}