{"id":"W4238080463","doi":"10.1090/crmm/010/04","title":"Line bundles","year":2016,"lang":"en","type":"book-chapter","venue":"CRM monograph series","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Computer science","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":["insufficient_payload"],"category_scores_codex":[0.0001875557,0.0009700108,0.0008714779,0.000954196,0.0002420909,0.000154401,0.0006009953,0.000756874,0.002591585],"category_scores_gemma":[0.00002801526,0.0007811412,0.0006687378,0.00009840826,0.001374127,0.0004996514,0.0002469944,0.000470524,0.01312362],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007140471,"about_ca_system_score_gemma":0.00009442966,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007425348,"about_ca_topic_score_gemma":0.0001403697,"domain_scores_codex":[0.9974259,0.00002271536,0.0006239021,0.0008080255,0.0005118044,0.0006076374],"domain_scores_gemma":[0.9976057,0.00007872402,0.0005049931,0.00127674,0.000280719,0.0002531687],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000255903,0.00003428607,0.000154913,0.0001066248,0.000537515,0.00007016583,0.0001987988,5.996324e-7,0.0004440828,0.971846,0.02067369,0.005677409],"study_design_scores_gemma":[0.0002651448,0.0001994836,0.00008654158,0.0004635814,0.0001593093,0.00003382398,0.00002280738,2.660285e-7,0.0004713626,0.2282997,0.7691467,0.0008512873],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0003522999,0.005898216,0.00002621133,0.0002621069,0.0007578233,0.0004616021,0.001529055,0.001174519,0.9895382],"genre_scores_gemma":[0.005444382,0.002556636,0.0004549588,0.0001060589,0.001156572,0.0000638053,0.0002648429,0.000813436,0.9891393],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.748473,"threshold_uncertainty_score":0.999464,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02585168702230343,"score_gpt":0.2372630015611293,"score_spread":0.2114113145388259,"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."}}