{"id":"W2613870556","doi":"10.1177/0266666917703716","title":"InfoTecarios","year":2017,"lang":"en","type":"article","venue":"Information Development","topic":"Information Architecture and Usability","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Optech (Canada)","funders":"","keywords":"World Wide Web; Selection (genetic algorithm); Library science; Latin Americans; Political science; Public relations; Business; Knowledge management; Computer science","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":[0.0003083969,0.00007722395,0.00006543929,0.00008836785,0.0007168382,0.0007888402,0.000990869,0.00003629008,0.00003524494],"category_scores_gemma":[0.0001144748,0.00006626766,0.00002337605,0.00004403048,0.00002584514,0.005796188,0.0003572176,0.0000763269,0.00139173],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005251132,"about_ca_system_score_gemma":0.0001726599,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006674836,"about_ca_topic_score_gemma":0.000004811913,"domain_scores_codex":[0.9991993,0.000006376522,0.0003297551,0.0000584164,0.0002580807,0.0001481111],"domain_scores_gemma":[0.998904,0.00001124234,0.0002262672,0.0006865482,0.0001123342,0.00005959192],"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":[0.000001820473,0.000005257278,0.0007810693,0.00001318575,0.000006137643,2.768945e-7,0.008477018,0.00005575273,0.00000180005,0.03054607,0.00131444,0.9587972],"study_design_scores_gemma":[0.0002193017,0.000006397053,0.1161529,0.000006827771,4.158917e-7,0.000005902265,0.00002082642,0.004331889,0.00173256,0.0008358632,0.8765548,0.0001323851],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01045606,0.000001520807,0.8379607,0.001501085,0.0004059571,0.0001537626,6.313361e-7,0.0001779732,0.1493423],"genre_scores_gemma":[0.8797789,0.000001147038,0.1183017,0.001679132,0.00001743035,0.00002574372,0.000008793713,0.000001377485,0.0001858139],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9586648,"threshold_uncertainty_score":0.9993858,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01355385806659011,"score_gpt":0.2391688564189838,"score_spread":0.2256149983523937,"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."}}