{"id":"W4404531337","doi":"","title":"Rôle du chercheur en sciences de l’éducation face à la complexité des terrains de recherche: L’exemple de la didactique des langues au Canada","year":2024,"lang":"fr","type":"article","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Teacher Education and Leadership Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science; Field (mathematics); Data science; Mathematics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02009301,0.0005446453,0.0009563453,0.002687731,0.0425025,0.02666427,0.002992726,0.006408677,0.00897753],"category_scores_gemma":[0.02200752,0.0006295902,0.0006857426,0.004459609,0.05408764,0.005512157,0.01174027,0.01086972,0.0006363455],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.1897112,"about_ca_system_score_gemma":0.3389446,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9670956,"about_ca_topic_score_gemma":0.9734619,"domain_scores_codex":[0.9786103,0.007704041,0.0003033182,0.001546569,0.004342583,0.007493238],"domain_scores_gemma":[0.9591727,0.01477395,0.001316655,0.00165293,0.008826352,0.01425745],"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":[0.0001652703,0.0001254994,0.01216093,0.0002044182,0.00004895717,0.001439128,0.2319356,0.001529322,0.001273187,0.6711376,0.02897196,0.05100806],"study_design_scores_gemma":[0.00008096189,0.00006223758,0.02146553,0.0004259219,0.00003226694,0.0003330428,0.2031081,0.001542399,0.000637691,0.05106562,0.7210948,0.0001513254],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.258292,0.00902763,0.01150526,0.4222912,0.001128891,0.0002552635,0.0002284789,0.0001790833,0.2970923],"genre_scores_gemma":[0.9350073,0.001761007,0.002643811,0.004412274,0.0001534605,0.00005682138,0.00003953222,0.00007631655,0.05584953],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1897112,"threshold_uncertainty_score":0.9398202,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2352088243125044,"score_gpt":0.4251090291783841,"score_spread":0.1899002048658797,"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."}}