{"id":"W3133295965","doi":"10.1007/s42330-020-00130-6","title":"Les espaces de travail connectés : une perspective nouvelle pour la modélisation dans le secondaire?","year":2021,"lang":"fr","type":"article","venue":"Canadian Journal of Science Mathematics and Technology Education","topic":"Mathematics Education and Teaching Techniques","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Referent; Perspective (graphical); Computer science; Mathematics education; Sociology; Epistemology; Mathematics; Philosophy; Artificial intelligence; Linguistics","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.002451937,0.0001430912,0.0002429138,0.0007611332,0.001204422,0.0002580315,0.0004425592,0.0002529269,0.000172798],"category_scores_gemma":[0.002184942,0.0001525258,0.00005435816,0.001595049,0.004158562,0.0003567198,0.00002438072,0.0004061975,0.000004360091],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009023427,"about_ca_system_score_gemma":0.029716,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.02292181,"about_ca_topic_score_gemma":0.03815872,"domain_scores_codex":[0.9986879,0.0001342465,0.0003792873,0.0002138436,0.0002274949,0.0003571958],"domain_scores_gemma":[0.997418,0.0001894595,0.0004582812,0.000206755,0.001310996,0.0004165019],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[2.701053e-7,0.0001741137,0.0004670527,0.00005017051,0.00001454524,0.000005499081,0.1420901,0.00000245899,0.001118752,0.8328103,0.0008957523,0.02237098],"study_design_scores_gemma":[0.00007997681,0.00002938413,0.0003144463,0.0002693979,0.00004027818,0.0004421261,0.4729375,0.0005590456,0.003411887,0.5159367,0.005851252,0.0001280159],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8054651,0.005376938,0.02990784,0.1113911,0.0008527413,0.0001712224,0.000007121956,0.00003274541,0.04679519],"genre_scores_gemma":[0.9355359,0.0003446914,0.05970163,0.00007658861,0.0001002189,0.000007432063,6.820642e-7,0.00001306251,0.004219777],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3308474,"threshold_uncertainty_score":0.9985515,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01883211901611851,"score_gpt":0.3057532898467063,"score_spread":0.2869211708305878,"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."}}