{"id":"W1968489396","doi":"10.7202/055824ar","title":"Les communications : vers un nouveau savoir savant?","year":2005,"lang":"fr","type":"article","venue":"Recherches sociographiques","topic":"Cultural Insights and Digital Impacts","field":"Computer Science","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Humanities; Political science; Sociology; Art","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"],"consensus_categories":[],"category_scores_codex":[0.0007341244,0.0004238118,0.0003787276,0.0002242123,0.0005844454,0.00123625,0.001697124,0.0005048852,0.00008001235],"category_scores_gemma":[0.0002691305,0.0003757951,0.0005365244,0.001120698,0.001052236,0.003433731,0.0006546493,0.0009092311,0.0002098911],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001622867,"about_ca_system_score_gemma":0.000226292,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02530982,"about_ca_topic_score_gemma":0.01025098,"domain_scores_codex":[0.9972494,0.0007545755,0.0004886127,0.0005084921,0.0003059924,0.0006928733],"domain_scores_gemma":[0.9965674,0.00101488,0.0002084925,0.001447126,0.0003746393,0.0003874043],"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":[0.00001068915,0.000733523,0.002528957,0.00006379274,0.0002901228,0.00001877236,0.04903844,0.00001649438,0.0006063679,0.3926027,0.02294027,0.5311499],"study_design_scores_gemma":[0.0004825662,0.0002790548,0.01994524,0.0003568065,0.0001149912,0.0001101836,0.0008055362,0.002478813,0.003622557,0.07460878,0.8962059,0.0009895855],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.09032679,0.1917731,0.009990131,0.313507,0.001096173,0.000791003,0.0000917256,0.001383182,0.391041],"genre_scores_gemma":[0.8573174,0.03322114,0.09138902,0.002472647,0.0004028982,0.00002436235,0.00003104607,0.00004108301,0.01510032],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8732656,"threshold_uncertainty_score":0.9998694,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5548269501307721,"score_gpt":0.4018974757274529,"score_spread":0.1529294744033192,"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."}}