{"id":"W4211025790","doi":"10.4000/edc.3893","title":"Introduction","year":2012,"lang":"fr","type":"article","venue":"Etudes de communication/Études de communication","topic":"Cultural Insights and Digital Impacts","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"","keywords":"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":["metaepi_narrow","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.002995905,0.000507123,0.0004360314,0.0001910084,0.001098446,0.002161287,0.004458871,0.0004415898,0.0004435368],"category_scores_gemma":[0.0008867999,0.0005257697,0.000250324,0.0009852475,0.0006811984,0.009283105,0.002752079,0.00115642,0.0007103209],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001644467,"about_ca_system_score_gemma":0.0004116968,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00218897,"about_ca_topic_score_gemma":0.0006656788,"domain_scores_codex":[0.9949031,0.001965598,0.0008661776,0.0004196375,0.0004720708,0.00137341],"domain_scores_gemma":[0.9910484,0.0008173904,0.0005768954,0.00619982,0.0006241373,0.000733354],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002039707,0.001117831,0.001810316,0.00007558477,0.000134313,0.000001356914,0.01839502,0.0003429164,0.001087831,0.8905713,0.05976724,0.02667593],"study_design_scores_gemma":[0.0004412665,0.0001005798,0.02838087,0.000296217,0.0001142023,0.0004793549,0.0008457723,0.006614833,0.00128117,0.01784042,0.9429024,0.000702931],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.03848914,0.4286215,0.03835126,0.2362977,0.001726317,0.001230791,0.00003399036,0.0009925555,0.2542568],"genre_scores_gemma":[0.8786222,0.02602689,0.07918237,0.00239601,0.0008771742,0.0001077015,0.0002292161,0.00005956617,0.01249891],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8831351,"threshold_uncertainty_score":0.9997194,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2434915746795,"score_gpt":0.3448365153311179,"score_spread":0.1013449406516179,"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."}}