{"id":"W4376862042","doi":"10.5281/zenodo.7945049","title":"Assurance qualité interne dans les universités marocaines : revue de littérature et proposition d'un SMQ","year":2023,"lang":"fr","type":"article","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Higher Education Teaching and Evaluation","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Quality assurance; Quality (philosophy); Business; Accounting; Epistemology; Philosophy; Marketing","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.01413492,0.0002183672,0.0002139924,0.0001726759,0.001239922,0.0002904736,0.0007118111,0.0002920119,0.0002932929],"category_scores_gemma":[0.002350458,0.0002589865,0.0001478418,0.001687635,0.0004044606,0.0004471028,0.0001568701,0.0005587233,0.0002094597],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000415984,"about_ca_system_score_gemma":0.0004828944,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009309328,"about_ca_topic_score_gemma":0.01610362,"domain_scores_codex":[0.9791111,0.01913593,0.000369387,0.0005018815,0.0004393705,0.0004423737],"domain_scores_gemma":[0.9956129,0.001958504,0.0003326373,0.0007013032,0.0011859,0.0002088132],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001530614,0.0007073173,0.01410008,0.0002667316,0.00007284457,0.000007743257,0.4485707,0.0001589646,0.003332066,0.412591,0.00952414,0.110653],"study_design_scores_gemma":[0.001566864,0.000005267404,0.1928692,0.008791286,0.0002767716,0.00004077806,0.06575931,0.02243023,0.02788362,0.02227373,0.6566884,0.001414563],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5338737,0.002467414,0.0666526,0.3233892,0.001045648,0.0004809683,0.00006636117,0.0005480821,0.07147601],"genre_scores_gemma":[0.7947362,0.00252143,0.008336563,0.0001718926,0.0001386972,0.00003575108,0.0003677898,0.00003078868,0.1936609],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6471642,"threshold_uncertainty_score":0.9999862,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.024296191917836,"score_gpt":0.2937597612914287,"score_spread":0.2694635693735927,"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."}}