{"id":"W6949483804","doi":"10.5281/zenodo.15047325","title":"Naviguez dans l'océan des REL : astuces et stratégies de recherche","year":2025,"lang":"fr","type":"article","venue":"Open MIND","topic":"Educational Tools and Methods","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval; Université du Québec à Montréal; Université de Sherbrooke","funders":"","keywords":"Promotion (chess); Social mobilization; Scholarly communication","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":[0.03971796,0.0009016697,0.00110524,0.002500301,0.01505665,0.0301323,0.002558003,0.008501169,0.01943463],"category_scores_gemma":[0.04565945,0.0007503801,0.00118746,0.003469846,0.02762527,0.03807143,0.02456911,0.01030139,0.007325934],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01410934,"about_ca_system_score_gemma":0.03485295,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01975319,"about_ca_topic_score_gemma":0.02878253,"domain_scores_codex":[0.9562235,0.03240448,0.0008584313,0.002416221,0.005006424,0.00309081],"domain_scores_gemma":[0.965719,0.01595624,0.002249482,0.002837638,0.005442103,0.00779561],"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":[0.0001351931,0.0001148565,0.00296939,0.001048732,0.00004804278,0.0007246973,0.2162379,0.0004596464,0.0009020356,0.4163891,0.1627923,0.1981781],"study_design_scores_gemma":[0.00001698542,0.00004631435,0.0008317916,0.001194389,0.00001406514,0.0002374523,0.077177,0.000214078,0.0002770634,0.05905475,0.8608864,0.00004979857],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.02459594,0.03967529,0.06598299,0.6529496,0.004920728,0.0002674347,0.0001929021,0.001243412,0.2101717],"genre_scores_gemma":[0.549876,0.04835968,0.08404001,0.06928446,0.001984611,0.00102542,0.0003668105,0.00179792,0.2432651],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03971796,"threshold_uncertainty_score":0.2100511,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5518152445103712,"score_gpt":0.5962041539088473,"score_spread":0.04438890939847606,"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."}}