{"id":"W334537367","doi":"10.4310/cdm.2014.v2014.n1.a4","title":"Introduction to the SK model","year":2014,"lang":"en","type":"preprint","venue":"Current Developments in Mathematics","topic":"Algorithms and Data Compression","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004385927,0.0007910757,0.0007395071,0.001184787,0.0007595301,0.001703206,0.001183953,0.001517047,0.0264547],"category_scores_gemma":[0.001584854,0.0003458801,0.000943822,0.00171886,0.00128247,0.002885542,0.001737882,0.002632488,0.01099433],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001109698,"about_ca_system_score_gemma":0.001086396,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003604211,"about_ca_topic_score_gemma":0.002429567,"domain_scores_codex":[0.9996563,0.00007370368,0.00002512659,0.00008586893,0.0001079172,0.00005096165],"domain_scores_gemma":[0.9996715,0.0001085106,0.0000281485,0.00007175156,0.00008240846,0.00003766204],"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":[0.00002047847,0.00001862041,0.0001611579,0.0001537979,0.00001001874,0.0001028433,0.0001147023,0.003508816,0.0005766004,0.9493331,0.02280616,0.02319356],"study_design_scores_gemma":[0.00000915973,0.00002026754,0.0001595761,0.0001117995,0.00001131927,0.0002580341,0.00003403489,0.009899563,0.0002288409,0.798656,0.1905909,0.00002051086],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0165983,0.04988454,0.4072825,0.01680787,0.005147481,0.0002024912,0.006315599,0.001585643,0.4961756],"genre_scores_gemma":[0.4656225,0.07664228,0.1395864,0.01029487,0.01013208,0.0007497778,0.008294525,0.001686349,0.2869911],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.0264547,"threshold_uncertainty_score":0.08849972,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04185444718898296,"score_gpt":0.3061169218620853,"score_spread":0.2642624746731024,"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."}}