{"id":"W6894072011","doi":"10.5281/zenodo.5604572","title":"Comparaison de la perception des exigences professionnelles par les futurs enseignants du primaire à la fin des première, deuxième et troisième années de formation à l'enseignement à Zurich (Suisse)","year":2021,"lang":"fr","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Teacher Professional Development and Motivation","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Competence (human resources); Perception; Occupational training; Cohort; Longitudinal study","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","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003900532,0.0002594113,0.0002308751,0.000172603,0.007966463,0.0008374813,0.000582516,0.0002796816,0.004173958],"category_scores_gemma":[0.001358351,0.0002694885,0.00009262294,0.0008202609,0.001165632,0.001054366,0.0005461806,0.0004686042,0.0004563532],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001051984,"about_ca_system_score_gemma":0.0001482783,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002568821,"about_ca_topic_score_gemma":0.00005608226,"domain_scores_codex":[0.9914176,0.006358468,0.0004497429,0.0004501455,0.0006518119,0.0006721595],"domain_scores_gemma":[0.9982211,0.0002330633,0.000253435,0.0002030234,0.000834383,0.0002549939],"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":[0.0001572751,0.001105749,0.004201462,0.0006835416,0.0001027225,0.00004818623,0.4405917,0.0001715973,0.02035093,0.0296645,0.07903733,0.423885],"study_design_scores_gemma":[0.0008319811,0.0001888446,0.2958378,0.001271268,0.000065016,0.0001575475,0.1415392,0.0006185627,0.002545718,0.009475257,0.5469617,0.000507051],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9451752,0.001543387,0.01244384,0.004415887,0.0001966389,0.0005135916,0.00005326358,0.000389507,0.03526872],"genre_scores_gemma":[0.985635,0.00368922,0.005594311,0.0001268889,0.0002323852,8.369228e-7,0.0007786899,0.0003606507,0.00358197],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4679244,"threshold_uncertainty_score":0.9999757,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08703880275381286,"score_gpt":0.3142927442816082,"score_spread":0.2272539415277954,"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."}}