{"id":"W2055977863","doi":"10.2139/ssrn.1762214","title":"Curing Spam: Rights, Signals & Screens","year":2007,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Privacy, Security, and Data Protection","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"Quest University Canada","funders":"","keywords":"Curing (chemistry); Computer science; Business; Computer security; Internet privacy; Speech recognition; Materials science; Composite material","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":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.008817438,0.0001364429,0.0001543305,0.0001844355,0.001681612,0.0001627691,0.0006383195,0.0001444917,0.0002094239],"category_scores_gemma":[0.0004053784,0.0001261522,0.0001174318,0.0003503949,0.0001412401,0.0006087132,0.00008929217,0.00175982,0.0001881488],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001155549,"about_ca_system_score_gemma":0.001315301,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005714236,"about_ca_topic_score_gemma":0.1094726,"domain_scores_codex":[0.9958299,0.000200399,0.0003073353,0.0002190587,0.0005844103,0.002858925],"domain_scores_gemma":[0.9991583,0.00009197512,0.0001800484,0.0002249055,0.0001232502,0.000221546],"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":[0.0001492056,0.000178588,0.002876614,0.000007377994,0.0001619071,0.00001866667,0.004027018,0.000008357568,0.00175643,0.9463508,0.002606224,0.04185888],"study_design_scores_gemma":[0.0002954795,0.00008637397,0.0003110042,0.00001914038,0.0000225804,0.00009610505,0.002441618,0.000004504613,0.0004452275,0.7156788,0.2803874,0.0002118104],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6024064,0.01112856,0.3047189,0.007310835,0.001893059,0.0007397767,0.00001148155,0.000420495,0.0713705],"genre_scores_gemma":[0.9920258,0.003050295,0.0003793813,0.0001034232,0.002274254,0.000001991945,0.000005247894,0.00001450268,0.002145137],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3896194,"threshold_uncertainty_score":0.9996181,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02386981548318845,"score_gpt":0.3117307512056114,"score_spread":0.2878609357224229,"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."}}