{"id":"W4362600492","doi":"10.18280/i2m.220102","title":"Intelligent Health Assistant for Pupils","year":2023,"lang":"fr","type":"article","venue":"Instrumentation Mesure Métrologie","topic":"Sleep and Work-Related Fatigue","field":"Psychology","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medical education; Computer science; Psychology; Mathematics education; Medicine","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":[],"consensus_categories":[],"category_scores_codex":[0.0004742323,0.0004910242,0.0003937308,0.0005100119,0.0005375745,0.0007911183,0.0004538458,0.0007791422,0.03265246],"category_scores_gemma":[0.001011234,0.0001336685,0.000274489,0.0002776596,0.0001613746,0.0006395662,0.001008565,0.0004829788,0.01409218],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002891893,"about_ca_system_score_gemma":0.0004673603,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007073224,"about_ca_topic_score_gemma":0.0007000403,"domain_scores_codex":[0.9996744,0.0000676149,0.00002917136,0.0001044338,0.00008550871,0.0000387429],"domain_scores_gemma":[0.9995354,0.0001118264,0.00004746454,0.00006966743,0.0001469313,0.00008872881],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0007080565,0.0003621462,0.005722455,0.0005225848,0.0000313488,0.0007002867,0.0007457425,0.0004456469,0.02849554,0.002399128,0.09130855,0.8685585],"study_design_scores_gemma":[0.0005209748,0.00150135,0.02534193,0.0003904199,0.0001557216,0.004411129,0.001166622,0.02605851,0.03527563,0.00426597,0.9007784,0.0001333434],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1773285,0.01627776,0.4732735,0.007967585,0.004702097,0.00140633,0.003978583,0.05645416,0.2586115],"genre_scores_gemma":[0.586512,0.004803972,0.157707,0.002344664,0.001346624,0.0007653057,0.002051957,0.000410295,0.2440581],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03265246,"threshold_uncertainty_score":0.1092334,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1105880012406572,"score_gpt":0.4264259051816632,"score_spread":0.315837903941006,"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."}}