{"id":"W4297630872","doi":"","title":"Organisation des connaissances et web 2.0.","year":2010,"lang":"fr","type":"preprint","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"French Language Learning Methods","field":"Social Sciences","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":["metaresearch","metaepi_narrow","sts","insufficient_payload"],"consensus_categories":["sts"],"category_scores_codex":[0.02723763,0.0005382407,0.0005918833,0.0001987175,0.001507703,0.0008692696,0.00208564,0.0009366969,0.004312774],"category_scores_gemma":[0.01330487,0.000607429,0.0003090713,0.0008638537,0.003724057,0.0004796776,0.001033003,0.00218309,0.0004699896],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003391338,"about_ca_system_score_gemma":0.001257564,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01684085,"about_ca_topic_score_gemma":0.06433798,"domain_scores_codex":[0.9612966,0.03516724,0.0007592008,0.001130759,0.0009003021,0.000745887],"domain_scores_gemma":[0.9878698,0.00587758,0.00103254,0.002006107,0.002790212,0.0004237477],"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":[0.000006144107,0.0003992532,0.005301848,0.0001441509,0.00007730984,0.000007308514,0.1225558,0.0000649108,0.0176606,0.6608569,0.0008886263,0.1920372],"study_design_scores_gemma":[0.0009371255,0.000001446078,0.02788769,0.003506358,0.0001974691,0.00002356186,0.004365824,0.009196432,0.05183378,0.05837021,0.8420907,0.001589449],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3512613,0.006641035,0.1425896,0.04275506,0.001916945,0.0007482474,0.00006174545,0.0006073311,0.4534187],"genre_scores_gemma":[0.6536149,0.002149,0.2652521,0.0002947281,0.0001517761,0.00006741322,0.0002453406,0.00008342414,0.07814126],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.841202,"threshold_uncertainty_score":0.9997922,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0309453095752427,"score_gpt":0.2998731947328925,"score_spread":0.2689278851576498,"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."}}