{"id":"W2122509399","doi":"","title":"Data Driven Research at LIS: the Laboratory of Information Systems at UNICAMP","year":2011,"lang":"en","type":"article","venue":"Cadernos de Linguística e Teoria da Literatura (Universidade Federal de Minas Gerais)","topic":"Data Mining Algorithms and Applications","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Library science; Multidisciplinary approach; Information system; Information science; Computer science; Sociology; Engineering; Social science","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":[],"consensus_categories":[],"category_scores_codex":[0.01090399,0.001629425,0.002537376,0.009415062,0.003805308,0.01801013,0.003085014,0.003767767,0.04375177],"category_scores_gemma":[0.05629737,0.001432985,0.001151206,0.01405834,0.006384493,0.015098,0.009470049,0.004269667,0.0200901],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008776686,"about_ca_system_score_gemma":0.01157204,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01081389,"about_ca_topic_score_gemma":0.003654955,"domain_scores_codex":[0.9737716,0.01191215,0.001981562,0.005229046,0.005630554,0.001475069],"domain_scores_gemma":[0.9347789,0.03565555,0.003649523,0.008998591,0.01252561,0.004391821],"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":[0.0004383124,0.0001216928,0.004883537,0.004705918,0.0001580554,0.001437078,0.01512842,0.00206457,0.005012662,0.3901741,0.1811585,0.3947172],"study_design_scores_gemma":[0.00003857606,0.0001036442,0.002257914,0.001798574,0.0000412274,0.001230713,0.001742767,0.00360851,0.005175004,0.03546741,0.9484487,0.00008696417],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.02965483,0.143463,0.2893865,0.1705159,0.008305854,0.0008180951,0.01200216,0.02004239,0.3258113],"genre_scores_gemma":[0.4080238,0.0889217,0.2767192,0.011103,0.00551144,0.002932786,0.01182342,0.009587412,0.1853772],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.04375177,"threshold_uncertainty_score":0.1463643,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07584052084699909,"score_gpt":0.3016183514608213,"score_spread":0.2257778306138222,"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."}}