{"id":"W3111920983","doi":"10.52358/mm.vi4.180","title":"Le numérique pour une hybridation de qualité","year":2020,"lang":"fr","type":"article","venue":"Médiations et médiatisations","topic":"Education, sociology, and vocational training","field":"Social Sciences","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Sherbrooke","funders":"","keywords":"Humanities; Political science; Art","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","sts"],"consensus_categories":[],"category_scores_codex":[0.002471158,0.0002673074,0.000295439,0.0001416066,0.001628933,0.0001866539,0.0003744116,0.0003238506,0.0008456996],"category_scores_gemma":[0.004310443,0.000373478,0.0001967188,0.001592726,0.0008047718,0.0009696958,0.00004293841,0.0004750451,0.0007446957],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003154396,"about_ca_system_score_gemma":0.005383676,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005955352,"about_ca_topic_score_gemma":0.001619216,"domain_scores_codex":[0.9952335,0.002593191,0.0006958858,0.0005013545,0.0004002071,0.0005759089],"domain_scores_gemma":[0.9953632,0.003088574,0.0004255519,0.0002709527,0.0004243898,0.0004273602],"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":[0.00000164244,0.0002382537,0.00671177,0.00003042992,0.00007106924,6.533174e-7,0.1074303,0.003151571,0.00007628665,0.8556377,0.02387924,0.002771097],"study_design_scores_gemma":[0.0009692339,0.00008174829,0.07174761,0.00006463064,0.0001105531,0.00000602735,0.2115971,0.006344139,0.00005890771,0.08345944,0.624817,0.0007436568],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.02957791,0.001058076,0.09308203,0.7507989,0.001600686,0.0005481252,0.0003365672,0.0002560736,0.1227416],"genre_scores_gemma":[0.952602,0.001734831,0.01710306,0.01416896,0.00493839,0.0002479458,0.0007282714,0.00005656154,0.008420022],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9230241,"threshold_uncertainty_score":0.9998717,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2284928038682593,"score_gpt":0.446070568902966,"score_spread":0.2175777650347067,"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."}}