{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.002335116,0.0004139187,0.0005360032,0.0003942245,0.0003982362,0.0001059621,0.0003713416,0.000607012,0.00134728],"category_scores_gemma":[0.000235824,0.0004341553,0.0003119895,0.001051034,0.0002386583,0.0001820931,0.00007338768,0.0005109141,0.002992993],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004532643,"about_ca_system_score_gemma":0.0002872411,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003178792,"about_ca_topic_score_gemma":0.0001595883,"domain_scores_codex":[0.9956367,0.0008514978,0.001071087,0.0007886977,0.0003504121,0.001301608],"domain_scores_gemma":[0.9977921,0.0007668487,0.0004910745,0.0005313469,0.0001366832,0.000281916],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003633156,0.0003011115,0.01037716,0.00007082146,0.00058803,0.00003117049,0.003403138,0.0004588258,0.00007155669,0.02476618,0.2278508,0.7317179],"study_design_scores_gemma":[0.01845936,0.007642224,0.09260136,0.001353795,0.0008386495,0.0000582209,0.01953765,0.002120161,0.002787028,0.02163108,0.8305908,0.00237961],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.3605068,0.02790501,0.0657918,0.4398963,0.07721867,0.008079324,0.002369087,0.002492645,0.01574035],"genre_scores_gemma":[0.9736903,0.003297883,0.004490137,0.006795003,0.0009013765,0.0007337287,0.001348883,0.0001240508,0.008618588],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7293383,"threshold_uncertainty_score":0.9998111,"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."}}