{"id":"W7098617502","doi":"","title":"Web: www.ece.uwaterloo.ca/~akkarmok / ▪ www.ece.ubc.ca/~ashokk/ PROFILE","year":2008,"lang":"en","type":"article","venue":"","topic":"Plant Ecology and Taxonomy Studies","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Software; Software-defined radio; Wireless; Digital signal processing; Software development; Communications protocol; Data transmission; Fuzz testing; Wireless network","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0006959806,0.0007679182,0.0006565927,0.001152426,0.001210308,0.005348784,0.001241187,0.001338644,0.8460215],"category_scores_gemma":[0.002649204,0.0006318438,0.0003855626,0.003029904,0.0003294616,0.003699814,0.001655486,0.001141565,0.8077871],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00267819,"about_ca_system_score_gemma":0.003568889,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.07365274,"about_ca_topic_score_gemma":0.09965735,"domain_scores_codex":[0.9994929,0.00003244055,0.00001789399,0.00007274737,0.0002795114,0.0001045415],"domain_scores_gemma":[0.9978956,0.0001632984,0.00005024696,0.0002953431,0.0008688411,0.0007266863],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002702981,0.00002837142,0.0001581613,0.00006389101,0.000002478899,0.00002238516,0.00002507439,0.0001062439,0.0003012113,0.001818999,0.9524519,0.04499415],"study_design_scores_gemma":[0.000006807417,0.000005176549,0.0003566136,0.00003391765,0.000001633739,0.00001956383,0.00003517989,0.0001642552,0.0002279243,0.0004703416,0.9986709,0.000007675977],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00055,0.0005816403,0.002640471,0.001455786,0.0003091031,0.0001049164,0.02319502,0.007422218,0.9637409],"genre_scores_gemma":[0.002989222,0.0007382686,0.001920765,0.0004599542,0.00006115831,0.00004269982,0.01272496,0.004502946,0.9765601],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1539785,"threshold_uncertainty_score":0.2196315,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03201681561714003,"score_gpt":0.1948302762023613,"score_spread":0.1628134605852213,"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."}}