{"id":"W4406118512","doi":"10.35562/diversite.4625","title":"Un écosystème pour soutenir l’implication des milieux scolaires dans les recherches","year":2024,"lang":"fr","type":"article","venue":"Diversité","topic":"Education, sociology, and vocational training","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Political science","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001653639,0.0001608151,0.0001435467,0.00008544422,0.001236335,0.0001103724,0.0003311165,0.000311061,0.0003345681],"category_scores_gemma":[0.0005060087,0.0001783747,0.0001454031,0.0005381335,0.001459377,0.00036979,0.00005756308,0.0002561975,0.0004941066],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006310265,"about_ca_system_score_gemma":0.000573487,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004211742,"about_ca_topic_score_gemma":0.0006173053,"domain_scores_codex":[0.9981694,0.0006996504,0.0001916922,0.0003777191,0.0002109872,0.0003505934],"domain_scores_gemma":[0.9980233,0.001460087,0.00006529032,0.0001452741,0.0001795358,0.0001265202],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.000003785209,0.0001311069,0.05023557,0.0001901498,0.0002008128,0.000006659332,0.4220331,0.00001547766,0.0006095173,0.3884575,0.01090653,0.1272098],"study_design_scores_gemma":[0.0002069642,0.00006324615,0.19366,0.0004523964,0.0002892231,0.00001322653,0.4954363,0.0002721452,0.0004520158,0.1211735,0.1875079,0.000473043],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8678901,0.02257608,0.002183768,0.05412414,0.003461604,0.0002621012,0.0001044461,0.0002564273,0.04914138],"genre_scores_gemma":[0.9652292,0.003677296,0.004757747,0.0001425323,0.002393346,0.0000208192,0.00005427095,0.00001896855,0.02370588],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.267284,"threshold_uncertainty_score":0.9509014,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3295438393011094,"score_gpt":0.4297204650419062,"score_spread":0.1001766257407968,"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."}}