{"id":"W2476002856","doi":"","title":"Le web social, un levier de développement professionnel ? /","year":2015,"lang":"fr","type":"article","venue":"Bibliothèque et Archives nationales du Québec (Québec government)","topic":"Open Education and E-Learning","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Humanities; Political science; Library science; Art; Computer 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","scholarly_communication","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001433148,0.0004464119,0.0003931022,0.0005580997,0.0008933264,0.001162095,0.001519263,0.0001229061,0.001667708],"category_scores_gemma":[0.002774057,0.0004828213,0.0002405962,0.001360745,0.0003749975,0.001792135,0.001139129,0.0006767857,0.001218216],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.005904134,"about_ca_system_score_gemma":0.193723,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.04219741,"about_ca_topic_score_gemma":0.4282394,"domain_scores_codex":[0.9953676,0.0009811922,0.0007162094,0.0007506391,0.001446722,0.0007375843],"domain_scores_gemma":[0.9957569,0.002498963,0.0005470912,0.0004060124,0.0002185053,0.0005725361],"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":[0.00007304753,0.001327623,0.0425857,0.0001261182,0.0001874584,0.00002512912,0.05490964,0.0003702094,0.0005001938,0.4535028,0.4414573,0.004934765],"study_design_scores_gemma":[0.001959455,0.000169012,0.1322823,0.0002418712,0.00005082553,0.00008530998,0.007536392,0.008883601,0.0004607162,0.003107235,0.8444652,0.0007581029],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1166028,0.008533376,0.0101782,0.5858271,0.001198959,0.0005727381,0.00003471429,0.0002106675,0.2768415],"genre_scores_gemma":[0.8747275,0.000817243,0.01018177,0.005342065,0.0006517416,0.0001706947,0.00001199848,0.0000660624,0.1080309],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7581247,"threshold_uncertainty_score":0.9998748,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04512595259030432,"score_gpt":0.2839432975097488,"score_spread":0.2388173449194445,"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."}}