{"id":"W4407242045","doi":"10.4000/13a5j","title":"Élaboration collaborative d'un dispositif d’enseignement sur l’aménagement des cours d'eau en géographie et éducation à la durabilité (Suisse)","year":2024,"lang":"fr","type":"article","venue":"VertigO","topic":"Educational Tools and Methods","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Political science; Humanities; Art","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.003075315,0.0002849856,0.0002416684,0.0001590649,0.0005706092,0.0005097254,0.000225857,0.0002199634,0.0005779704],"category_scores_gemma":[0.0005712831,0.0002864665,0.000145568,0.002719319,0.0008765706,0.0008944373,0.0000545356,0.0002736865,0.0001261217],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008963872,"about_ca_system_score_gemma":0.001759501,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009802505,"about_ca_topic_score_gemma":0.002624613,"domain_scores_codex":[0.9954774,0.002397545,0.0004675364,0.0005675127,0.0006321858,0.0004577931],"domain_scores_gemma":[0.9975224,0.001351461,0.000115541,0.0002568738,0.0005260563,0.0002276693],"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":[0.00002538822,0.0006099971,0.002703741,0.0002651325,0.0002065764,0.00001101043,0.06844252,0.00009413953,0.001579348,0.7652565,0.02649423,0.1343114],"study_design_scores_gemma":[0.0002169989,0.0001775856,0.09835238,0.0005133905,0.000273818,0.000003229908,0.02119847,0.000190251,0.002431256,0.0607162,0.8154482,0.0004782036],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7988358,0.04477268,0.01030134,0.09056898,0.009393516,0.001453197,0.0001890132,0.0002421512,0.04424337],"genre_scores_gemma":[0.914032,0.01410839,0.0296161,0.0008436256,0.001071535,0.0003706053,0.0001734021,0.00006464365,0.03971965],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.788954,"threshold_uncertainty_score":0.9999588,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02561551128242761,"score_gpt":0.3497652676488812,"score_spread":0.3241497563664535,"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."}}