{"id":"W1972531982","doi":"10.1016/j.dam.2004.05.002","title":"Saturated systems of homogeneous boxes and the logical analysis of numerical data","year":2004,"lang":"en","type":"article","venue":"Discrete Applied Mathematics","topic":"Machine Learning and Algorithms","field":"Computer Science","cited_by":21,"is_retracted":false,"has_abstract":false,"ca_institutions":"Ontario Tech University","funders":"","keywords":"Mathematics; Homogeneous; Algorithm; Combinatorics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006291592,0.0007172136,0.001598726,0.003020445,0.002038748,0.00524037,0.00230597,0.001505706,0.005793085],"category_scores_gemma":[0.02893051,0.001383743,0.002649873,0.002686789,0.01005436,0.01194002,0.005657132,0.002485729,0.0007099214],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002319925,"about_ca_system_score_gemma":0.002487432,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004003199,"about_ca_topic_score_gemma":0.002644138,"domain_scores_codex":[0.9949963,0.002560074,0.0004152132,0.0008130113,0.0008307825,0.0003845907],"domain_scores_gemma":[0.9735738,0.01950306,0.00159158,0.002800802,0.001925437,0.0006052662],"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":[0.00003999976,0.000008097695,0.0002911722,0.00006106614,0.00002265461,0.00004835228,0.0001969182,0.00461238,0.0004616455,0.9905543,0.0002997151,0.003403715],"study_design_scores_gemma":[0.00001317757,0.00001030427,0.00009988384,0.00001687795,0.00002081858,0.00002549245,0.00004730023,0.02674459,0.000526056,0.9712388,0.001242914,0.00001388881],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.04586048,0.0008959898,0.9457301,0.001078178,0.00009819098,0.00005924602,0.0002159922,0.0003245,0.005737274],"genre_scores_gemma":[0.6933693,0.001328698,0.2950532,0.0006168736,0.0004877468,0.0003390599,0.0005780893,0.0002631739,0.007963882],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.006291592,"threshold_uncertainty_score":0.03327358,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01909877240485982,"score_gpt":0.261203984418008,"score_spread":0.2421052120131481,"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."}}