{"id":"W4238901842","doi":"10.7202/1024846ar","title":"Introduction","year":2011,"lang":"fr","type":"article","venue":"Mesure et évaluation en éducation","topic":"","field":"","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Computer science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.008181651,0.0006933051,0.0005047471,0.002500077,0.001688048,0.008235688,0.001672319,0.002868592,0.2595192],"category_scores_gemma":[0.01994917,0.0002747922,0.0007588193,0.001944652,0.001354901,0.003718863,0.003726847,0.002338342,0.1141667],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003755913,"about_ca_system_score_gemma":0.009227004,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004422006,"about_ca_topic_score_gemma":0.005531142,"domain_scores_codex":[0.9925965,0.001955702,0.0003845927,0.001043577,0.003394164,0.0006254423],"domain_scores_gemma":[0.9898122,0.002609382,0.0004967669,0.001355871,0.004208793,0.001517079],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001452873,0.0001157874,0.001097564,0.0007572528,0.00001007979,0.00007346637,0.0007899015,0.0001639553,0.0004925767,0.1370841,0.4531596,0.4061105],"study_design_scores_gemma":[0.00001325885,0.00002440279,0.0008476155,0.0004858655,0.000003979511,0.00007697879,0.0002292493,0.00003965715,0.0002431842,0.006140244,0.9918882,0.000007473071],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00368291,0.008052574,0.02018837,0.03830661,0.01057361,0.001114108,0.00595926,0.001755049,0.9103675],"genre_scores_gemma":[0.03768966,0.006903588,0.01865509,0.02148798,0.004008327,0.001713278,0.005418422,0.0008498566,0.9032738],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7404808,"threshold_uncertainty_score":0.8681784,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1131318832176405,"score_gpt":0.3585317027158756,"score_spread":0.2453998194982351,"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."}}