{"id":"W1546984121","doi":"","title":"Scaling internet research publication processes to internet scale","year":2008,"lang":"en","type":"article","venue":"Cambridge University Engineering Department Publications Database","topic":"Open Source Software Innovations","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"The Internet; Process (computing); Verisimilitude; Computer science; Online discussion; Peer review; Minor (academic); Internet privacy; World Wide Web; Law; Political science; Epistemology","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":[],"consensus_categories":[],"category_scores_codex":[0.0006299211,0.0001822987,0.0001497139,0.001484445,0.0003387551,0.0003533993,0.002111428,0.00006137355,0.00001900601],"category_scores_gemma":[0.001362562,0.0002259863,0.00004183992,0.005795124,0.00008245022,0.002754329,0.001261643,0.0003103806,0.0005323031],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005055965,"about_ca_system_score_gemma":0.0003752177,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001051292,"about_ca_topic_score_gemma":0.00001336418,"domain_scores_codex":[0.9979379,0.00005738641,0.0002706854,0.0007123268,0.0005292055,0.0004925586],"domain_scores_gemma":[0.9961974,0.0002551654,0.00007584391,0.001362464,0.001751262,0.000357856],"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":[0.00001181155,0.0005026142,0.003432676,0.00008171888,0.0000695847,0.00003614915,0.001046369,0.0006917033,0.000623254,0.3889689,0.6034563,0.001078963],"study_design_scores_gemma":[0.0003238428,0.00005218817,0.005999956,0.00006322676,0.000009729582,0.00007982505,0.0000796151,0.02397677,0.00333936,0.000004057261,0.9656622,0.000409218],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.06273401,0.00002704862,0.9290342,0.004320481,0.0001401807,0.000557814,0.0001854815,0.0008776305,0.002123168],"genre_scores_gemma":[0.7707155,0.00002789957,0.2100441,0.0003365978,0.0001112675,0.00008920838,0.002012072,0.00003837216,0.01662498],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.7189901,"threshold_uncertainty_score":0.9215451,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0428514615651324,"score_gpt":0.2646587646289734,"score_spread":0.221807303063841,"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."}}