{"id":"W2415308135","doi":"10.1086/507347","title":"To the Editor","year":2006,"lang":"en","type":"letter","venue":"Isis","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"York University","funders":"","keywords":"Library science; Download; Media studies; Sociology; Computer science; World Wide Web","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001165831,0.0001913558,0.0001669871,0.000107126,0.00005719919,0.00008092394,0.0005766928,0.0003911119,0.0006691311],"category_scores_gemma":[0.00003513617,0.0001225134,0.0001229808,0.0002274232,0.00002416958,0.00002180675,0.00008044898,0.0008669748,0.2245161],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001161026,"about_ca_system_score_gemma":0.00002656277,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000355097,"about_ca_topic_score_gemma":0.00008164167,"domain_scores_codex":[0.9986878,0.00006476387,0.0001225743,0.000270931,0.0005372482,0.0003166543],"domain_scores_gemma":[0.9989795,0.00009939235,0.00006079243,0.000783985,0.00005461786,0.00002171359],"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":[7.974133e-7,0.000003072862,0.00001864638,0.000005845584,0.00002176852,0.00004195054,0.00002266608,0.000005583525,0.000009574765,5.149715e-7,0.9997442,0.0001254204],"study_design_scores_gemma":[0.00003546805,0.000007827171,0.0002106568,0.00001574023,0.00004392372,0.000001219141,0.000001471448,8.1502e-7,0.00002273631,0.00003110771,0.9994589,0.000170096],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.00004543876,0.00006480909,0.000008662012,0.9707065,0.01216169,0.00021845,0.0009263608,0.0001524589,0.0157157],"genre_scores_gemma":[0.00002170681,1.667603e-7,0.00007201813,0.6470591,0.3201177,0.00004866001,0.0001919592,0.0001397204,0.03234899],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.3236473,"threshold_uncertainty_score":0.7760876,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00924377251190597,"score_gpt":0.2338693199447969,"score_spread":0.2246255474328909,"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."}}