{"id":"W2282575664","doi":"","title":"Visualiser nos connaissances","year":2011,"lang":"en","type":"preprint","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Education, sociology, and vocational training","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ministère des Transports","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002076518,0.001108435,0.0005220203,0.004524571,0.002072856,0.01003228,0.0008926271,0.001521401,0.08530227],"category_scores_gemma":[0.01559782,0.0003874649,0.0008617477,0.005325321,0.003152245,0.006752754,0.003607845,0.003258636,0.01675041],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002723134,"about_ca_system_score_gemma":0.001722893,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01361774,"about_ca_topic_score_gemma":0.01422283,"domain_scores_codex":[0.9979274,0.0007683338,0.00009084133,0.000369886,0.0006565455,0.0001868927],"domain_scores_gemma":[0.9945175,0.002597369,0.0003090407,0.0008492967,0.001423807,0.0003029494],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0003974207,0.00004049974,0.00224221,0.001135198,0.00008067535,0.001234243,0.02668308,0.001601092,0.00683308,0.4742348,0.3149976,0.1705201],"study_design_scores_gemma":[0.00001442648,0.000009599046,0.001493252,0.0003893599,0.00001689251,0.0003281343,0.004273143,0.0005343137,0.0005703509,0.03405379,0.9582936,0.0000231538],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.03165794,0.01833406,0.08436308,0.04923687,0.01285075,0.0001904964,0.009225488,0.00710012,0.7870412],"genre_scores_gemma":[0.4952119,0.02306108,0.09335663,0.00797281,0.00665562,0.0006649235,0.00974733,0.01662094,0.3467088],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.08530227,"threshold_uncertainty_score":0.2853645,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1519504285426116,"score_gpt":0.3930001927297003,"score_spread":0.2410497641870888,"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."}}