{"id":"W2403375692","doi":"","title":"Guided Summarization with Aspect Recognition.","year":2011,"lang":"en","type":"article","venue":"Theory and applications of categories","topic":"Web Data Mining and Analysis","field":"Computer Science","cited_by":12,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Automatic summarization; Computer science; Artificial intelligence","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002766312,0.00005609674,0.00008181177,0.00006756363,0.0001002172,0.00002665973,0.0002335398,0.0000189633,0.00002610991],"category_scores_gemma":[0.00001490584,0.000043846,0.00001359061,0.0003287461,0.0001308625,0.0002440782,0.00004809875,0.00002850658,0.00001046495],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000002425933,"about_ca_system_score_gemma":0.00002185241,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000224227,"about_ca_topic_score_gemma":0.000003100273,"domain_scores_codex":[0.9995707,0.00004098152,0.0001137379,0.0001500992,0.00006112684,0.00006341554],"domain_scores_gemma":[0.9994254,0.00005359351,0.00007707074,0.0003233083,0.00009302841,0.00002760838],"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":[0.000008770204,0.00002838212,0.0003061617,0.000007793982,0.00002004742,2.013834e-7,0.0008428884,0.000001104518,0.0001351949,0.9559342,0.00004797836,0.0426673],"study_design_scores_gemma":[0.0001635496,0.00006791064,0.001288481,0.00001119459,0.00005971162,0.00001189461,0.0007864762,0.0001533218,0.02368896,0.9720821,0.001531938,0.0001544874],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01048739,0.0000851958,0.974605,0.00005203212,0.000006240795,0.00007566946,0.000008337498,0.00006432854,0.01461584],"genre_scores_gemma":[0.9738382,0.00003185946,0.02575043,0.00003164404,0.00001754562,0.00005422022,0.00003746003,0.000003510288,0.0002351928],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9633508,"threshold_uncertainty_score":0.1787988,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02441001918040282,"score_gpt":0.2325751664053361,"score_spread":0.2081651472249333,"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."}}