{"id":"W1558644659","doi":"","title":"A study of typenumber in book-embedding","year":2002,"lang":"en","type":"article","venue":"Ars Combinatoria","topic":"graph theory and CDMA systems","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Mathematics; Embedding; Artificial intelligence; Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.001262951,0.0004813564,0.0008332752,0.002487638,0.003002445,0.004185922,0.001796622,0.001387846,0.01873691],"category_scores_gemma":[0.01070564,0.0006081266,0.0007979186,0.003862334,0.003605024,0.01074321,0.002080225,0.002433317,0.001156445],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001939265,"about_ca_system_score_gemma":0.0007385813,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001621757,"about_ca_topic_score_gemma":0.001936071,"domain_scores_codex":[0.9985644,0.0005334787,0.00006302949,0.0002602836,0.0003305329,0.000248306],"domain_scores_gemma":[0.9892963,0.00618574,0.001269753,0.001356796,0.001018519,0.0008730025],"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":[0.00004895841,0.00004978899,0.0007825886,0.00004549781,0.000003744273,0.00006542668,0.0002979805,0.001959213,0.0004993696,0.9853514,0.001680583,0.009215411],"study_design_scores_gemma":[0.00001462295,0.00003540504,0.0008499349,0.00004813785,0.00001948915,0.0003360479,0.0004903785,0.0197421,0.001218689,0.9664577,0.01075883,0.00002860209],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5011723,0.002127964,0.2236465,0.003362241,0.0006862744,0.0001176996,0.0006273232,0.000467919,0.2677917],"genre_scores_gemma":[0.9257853,0.0008377598,0.02983169,0.000173818,0.0003392761,0.00005253968,0.0002582117,0.0002616556,0.04245982],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01873691,"threshold_uncertainty_score":0.0626812,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01270167102070591,"score_gpt":0.2218700632186619,"score_spread":0.209168392197956,"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."}}