{"id":"W2982734170","doi":"10.3917/comla1.201.0089","title":"Chercheurs et acteurs de l’EMI : tous dans le même bateau ?","year":2019,"lang":"fr","type":"article","venue":"Communication & langages","topic":"Education, sociology, and vocational training","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval; Université TÉLUQ; Université de Sherbrooke","funders":"","keywords":"Humanities; Art; Philosophy","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":[],"consensus_categories":[],"category_scores_codex":[0.006150171,0.0001573422,0.0001996312,0.0000533053,0.0007645898,0.00008233371,0.0009617368,0.0002908554,0.0003788711],"category_scores_gemma":[0.001408236,0.000183438,0.00009679489,0.0003138632,0.001099554,0.0003807715,0.0001103347,0.0007081376,0.0004279808],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002805036,"about_ca_system_score_gemma":0.0007709104,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00785424,"about_ca_topic_score_gemma":0.001848139,"domain_scores_codex":[0.9937553,0.005167321,0.000267307,0.0002372949,0.0001915548,0.0003811943],"domain_scores_gemma":[0.995181,0.003530611,0.0002047249,0.0007477217,0.0002093911,0.0001265715],"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":[0.000002882028,0.00022498,0.03635493,0.00003853325,0.00005417889,2.89816e-7,0.2301514,0.00006191577,0.0008364922,0.7199364,0.005910567,0.006427409],"study_design_scores_gemma":[0.0003746169,0.00004583497,0.1739828,0.0001632383,0.00004402698,0.000006079509,0.3844732,0.0001108125,0.0001455638,0.02586328,0.4144311,0.0003594821],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5361803,0.01000901,0.0002308661,0.1785276,0.001279826,0.0003104078,0.00002344541,0.0001358511,0.2733027],"genre_scores_gemma":[0.9441519,0.01035969,0.004589114,0.001591044,0.0004329634,0.00004663157,0.0001804147,0.00002922899,0.03861901],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6940732,"threshold_uncertainty_score":0.9987525,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2927501853767639,"score_gpt":0.4785005935798447,"score_spread":0.1857504082030808,"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."}}