{"id":"W1571981967","doi":"10.7202/1019223ar","title":"Recherche collaborative d’information. Sous la direction de Jérôme Dinet, Les Cahiers du numérique, vol. 8, n 1-2, 2012. 222 p. ISSN 1622-1494","year":2013,"lang":"fr","type":"article","venue":"Documentation et bibliothèques","topic":"Cultural Insights and Digital Impacts","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"","keywords":"Humanities; Philosophy","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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","insufficient_payload"],"consensus_categories":["scholarly_communication"],"category_scores_codex":[0.001041009,0.0004418874,0.0003281754,0.001332697,0.0004232529,0.02920016,0.0004174921,0.0004786186,0.003540423],"category_scores_gemma":[0.001065391,0.0003808106,0.0001368149,0.005123135,0.0003255312,0.1199906,0.0001281359,0.0005582204,0.0007162423],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007735197,"about_ca_system_score_gemma":0.0004906073,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01018916,"about_ca_topic_score_gemma":0.0005950266,"domain_scores_codex":[0.9967328,0.001091012,0.0006682379,0.0004089432,0.0005131246,0.0005858229],"domain_scores_gemma":[0.9960212,0.0008939962,0.0004786638,0.0003324993,0.001864117,0.000409507],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002881258,0.0001848134,0.0004743095,0.0001058097,0.0001033961,0.00001223653,0.04580984,0.0003391841,0.0006321803,0.211599,0.7102179,0.03049247],"study_design_scores_gemma":[0.001086947,0.0003916754,0.009338375,0.0002601636,0.00003500867,0.0001476987,0.00660958,0.005261076,0.007559561,0.0767372,0.8917158,0.0008569158],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.02670668,0.03421253,0.3700294,0.04329398,0.003858601,0.002335658,0.000192626,0.001022882,0.5183477],"genre_scores_gemma":[0.3557645,0.1730143,0.09798218,0.0201604,0.002014885,0.0009619214,0.0009573308,0.0001659596,0.3489785],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.3290578,"threshold_uncertainty_score":0.9998644,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09319333052808043,"score_gpt":0.3451539216545242,"score_spread":0.2519605911264438,"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."}}