{"id":"W3208126102","doi":"10.18162/fp.2021.607","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":"Formation et profession","topic":"Education, sociology, and vocational training","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"","keywords":"Philosophy; Humanities; Medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.009758035,0.0003851059,0.0003778799,0.0001771603,0.00417849,0.0002530416,0.0003163699,0.0007087476,0.0002754089],"category_scores_gemma":[0.001356344,0.0003688099,0.0001718528,0.0006431745,0.001788805,0.003065454,0.0001074918,0.0006507955,0.00004598093],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009440228,"about_ca_system_score_gemma":0.001558419,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004147417,"about_ca_topic_score_gemma":0.0009015006,"domain_scores_codex":[0.9855964,0.01170878,0.0008808449,0.0004054552,0.0006322054,0.0007762779],"domain_scores_gemma":[0.9961602,0.001963418,0.0006984616,0.0002242371,0.0007243681,0.0002293159],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00004628595,0.0007486543,0.02973461,0.001019562,0.00004073379,0.000004026383,0.8664989,0.0003417825,0.003272986,0.06161212,0.00490441,0.03177589],"study_design_scores_gemma":[0.0006157324,0.0001103843,0.2189745,0.00248795,0.00007490379,0.0000642884,0.7346925,0.002315987,0.00159159,0.03172475,0.006938172,0.0004092579],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9498051,0.003174524,0.02438072,0.01300692,0.001151444,0.0006795825,0.00003220457,0.000165269,0.007604161],"genre_scores_gemma":[0.9635144,0.01042393,0.02283609,0.0004335032,0.0007157383,0.0002543415,0.0005312004,0.00003602121,0.001254713],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1892399,"threshold_uncertainty_score":0.9998764,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1731419093555932,"score_gpt":0.4358750020811649,"score_spread":0.2627330927255717,"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."}}