{"id":"W3100124733","doi":"","title":"Figures du collège numérique","year":2013,"lang":"fr","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":"Université Laval","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":[0.0007615493,0.0008988176,0.0008947256,0.005909096,0.001853943,0.004409554,0.0008475673,0.001209927,0.2536174],"category_scores_gemma":[0.007055653,0.0003671787,0.0005695923,0.008183257,0.0008206746,0.001995924,0.001649698,0.00271745,0.04168685],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005278219,"about_ca_system_score_gemma":0.002804786,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0946123,"about_ca_topic_score_gemma":0.04637864,"domain_scores_codex":[0.9978666,0.0002954345,0.00009241587,0.0005670669,0.0008032926,0.0003751792],"domain_scores_gemma":[0.9977793,0.0007435475,0.0002112532,0.0002728988,0.0006646734,0.0003283626],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"qualitative","study_design_scores_codex":[0.0004762539,0.00008626339,0.008061348,0.0005273352,0.0000426143,0.0002266034,0.0009497702,0.001388904,0.0007532675,0.1799205,0.6351318,0.1724353],"study_design_scores_gemma":[0.00002137095,0.0000091411,0.01336394,0.00006159727,0.000003751915,0.000057578,0.0001035562,0.0001651297,0.0001428479,0.001058209,0.9850055,0.000007443734],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.01532881,0.004656442,0.001406126,0.005432308,0.003334229,0.00007351489,0.03778462,0.001052291,0.9309316],"genre_scores_gemma":[0.1527029,0.004528338,0.00121684,0.0006081402,0.002524873,0.0002330376,0.02019578,0.0007773897,0.8172126],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.2536174,"threshold_uncertainty_score":0.8484349,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06627005537553589,"score_gpt":0.3315845981858022,"score_spread":0.2653145428102663,"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."}}