{"id":"W4396756853","doi":"10.1515/9782763712925-013","title":"Enseigner par projet en laboratoire d'informatique: caractéristiques, défis et enjeux","year":2004,"lang":"fr","type":"book-chapter","venue":"","topic":"Educational Tools and Methods","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université Laval; Université du Québec en Abitibi-Témiscamingue; Université de Sherbrooke","funders":"","keywords":"Art","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.003624585,0.0006927396,0.0007352287,0.0001376383,0.0006867415,0.0002325096,0.000608033,0.001263325,0.01431144],"category_scores_gemma":[0.0007611676,0.0006223826,0.0003236798,0.0002302742,0.0009136123,0.0008617973,0.0001384934,0.001080762,0.001010345],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009385766,"about_ca_system_score_gemma":0.006183501,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006272092,"about_ca_topic_score_gemma":0.002222057,"domain_scores_codex":[0.9960037,0.0008274154,0.0009369693,0.0005951974,0.000940157,0.0006965236],"domain_scores_gemma":[0.9965218,0.0009881207,0.000574377,0.0005044948,0.0009368983,0.0004743564],"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":[0.000009669588,0.00006960495,0.00009529672,0.0001613021,0.00008678153,0.00001368636,0.01556468,0.00001010805,0.00001144856,0.9353949,0.007488067,0.04109447],"study_design_scores_gemma":[0.0001738321,0.00009262059,0.001029771,0.0004132833,0.00008255735,0.000009780511,0.001541015,0.000004673476,0.0001013698,0.140848,0.8549883,0.0007146969],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0004213318,0.001603107,0.000952585,0.03314789,0.001648104,0.0009471319,0.0002602274,0.0001749775,0.9608446],"genre_scores_gemma":[0.02528957,0.01585968,0.150664,0.008920739,0.00244621,0.0001364373,0.000380056,0.0001303919,0.7961729],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8475003,"threshold_uncertainty_score":0.9997675,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06148854151220921,"score_gpt":0.3783321227891827,"score_spread":0.3168435812769735,"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."}}