{"id":"W2401138118","doi":"","title":"Analyzing Social Information Behavior in the Educational Domain.","year":2013,"lang":"fr","type":"article","venue":"Ingénierie des systèmes d information","topic":"Innovative Educational Technologies","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Information behavior; Computer science; Psychology; Sociology; Data science; Human–computer interaction","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","scholarly_communication","insufficient_payload"],"consensus_categories":["scholarly_communication"],"category_scores_codex":[0.001196275,0.0002995549,0.0002329256,0.0009091796,0.0007627375,0.002200024,0.001243554,0.0002957944,0.0002755016],"category_scores_gemma":[0.0006504572,0.0002691595,0.0001013196,0.002790434,0.0005679318,0.03005699,0.0002227662,0.0005271742,0.001903937],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009905412,"about_ca_system_score_gemma":0.0006683565,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008188913,"about_ca_topic_score_gemma":0.00002093938,"domain_scores_codex":[0.9971695,0.0002182208,0.001246163,0.0001643767,0.0006128384,0.0005889358],"domain_scores_gemma":[0.9971741,0.0002552273,0.0007440523,0.0004177077,0.001364421,0.00004447249],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.00000372936,0.0001005602,0.004822557,0.0001724503,0.00001823531,5.539054e-7,0.05386103,0.00005826058,0.00002236094,0.7347304,0.02178339,0.1844265],"study_design_scores_gemma":[0.0004407791,0.0001023124,0.6995383,0.0001724163,0.0000196789,0.0001246598,0.01941475,0.003028146,0.0001100527,0.2202314,0.05626758,0.0005499666],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.755427,0.0006415834,0.09657275,0.09643614,0.005023911,0.003006952,0.00007770273,0.0003105206,0.04250343],"genre_scores_gemma":[0.9817663,0.00002640108,0.01413739,0.001971695,0.0003391875,0.001246062,0.0002797609,0.00000853193,0.0002246446],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6947157,"threshold_uncertainty_score":0.999976,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02592913176156516,"score_gpt":0.2753918709345641,"score_spread":0.249462739172999,"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."}}