{"id":"W4389060136","doi":"10.18162/fp.2023.639","title":"La formation d’une nouvelle génération d’enseignants du secondaire au Maroc","year":2023,"lang":"fr","type":"article","venue":"Formation et profession","topic":"Multiculturalism, Politics, Migration, Gender","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Political 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00227534,0.0003116849,0.0002730963,0.0002632757,0.001712184,0.0002088991,0.0002471021,0.0006069283,0.000638112],"category_scores_gemma":[0.0003000024,0.0002928061,0.000143561,0.0009461797,0.0003361538,0.006898865,0.000126635,0.0004055132,0.002771358],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001966508,"about_ca_system_score_gemma":0.001026435,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001546458,"about_ca_topic_score_gemma":0.004434157,"domain_scores_codex":[0.9956782,0.00154529,0.0009144449,0.0003029149,0.000844643,0.0007144464],"domain_scores_gemma":[0.9981156,0.0002403275,0.0006665862,0.000267253,0.0004979574,0.0002122919],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00002392275,0.0001056727,0.000635258,0.0004706496,0.00001757389,0.000004106405,0.8392258,0.0003344742,0.000551786,0.02106152,0.118408,0.01916129],"study_design_scores_gemma":[0.001079741,0.0000692927,0.02812654,0.0006705045,0.00005040233,0.00002119623,0.5113774,0.05662386,0.0019557,0.001031095,0.3984608,0.0005334615],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9192653,0.00009671367,0.002291969,0.04721718,0.004151871,0.001135332,0.0001156585,0.00041512,0.02531085],"genre_scores_gemma":[0.9328381,0.0006524003,0.0001719159,0.002136612,0.0006016708,0.0000910118,0.001592548,0.00003392241,0.06188183],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3278484,"threshold_uncertainty_score":0.9999524,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1002646645758114,"score_gpt":0.3815038562979461,"score_spread":0.2812391917221346,"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."}}