{"id":"W1989880408","doi":"10.1145/1068009.1068347","title":"GAMM","year":2005,"lang":"en","type":"article","venue":"","topic":"Neural Networks and Applications","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"University of Alberta","keywords":"Computer science; Operator (biology); Image (mathematics); Process (computing); Artificial intelligence; Domain (mathematical analysis); Interpretation (philosophy); Machine learning; Principal (computer security); Contextual image classification; Mathematics; Programming language; Computer security","routes":{"ca_aff":true,"ca_fund":true,"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":[0.001169115,0.001036262,0.0005951143,0.001493072,0.001200635,0.003034915,0.002094094,0.001754973,0.1366615],"category_scores_gemma":[0.003434637,0.0004203658,0.000615853,0.001229255,0.000681819,0.002637004,0.00246026,0.001152536,0.07501228],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009159475,"about_ca_system_score_gemma":0.001120792,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002054069,"about_ca_topic_score_gemma":0.00310167,"domain_scores_codex":[0.9989477,0.0001900122,0.00006949464,0.0003545468,0.0003426798,0.00009555469],"domain_scores_gemma":[0.9988226,0.0001869709,0.00007434137,0.0003855741,0.0004355373,0.0000949965],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002609033,0.0001078194,0.002055478,0.0006415084,0.00005529206,0.00033155,0.0002979827,0.00580571,0.01002543,0.1075576,0.1510088,0.7218519],"study_design_scores_gemma":[0.00002744807,0.0000696239,0.001255218,0.0001223236,0.00002792462,0.0005166613,0.0001111105,0.0112079,0.006382885,0.02708525,0.9531593,0.00003441371],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01543847,0.006300477,0.3320423,0.005074834,0.002807823,0.0006169823,0.005323196,0.01509503,0.6173009],"genre_scores_gemma":[0.18609,0.006851681,0.2197942,0.003833736,0.0009185899,0.0005948042,0.01448406,0.002926393,0.5645066],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1366615,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009604047564218033,"score_gpt":0.2304550727883785,"score_spread":0.2208510252241604,"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."}}