{"id":"W7160241506","doi":"10.18162/fp.2025.a359","title":"Le vécu d’enseignant·es novices ayant cumulé des expériences en enseignement à la formation initiale","year":2025,"lang":"","type":"article","venue":"Formation et profession","topic":"Education, sociology, and vocational training","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université de Montréal","funders":"","keywords":"Context (archaeology); Perspective (graphical); Subject (documents); Feature (linguistics)","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":[0.007852604,0.0003434186,0.0003652541,0.0004247083,0.004210058,0.00033037,0.0005175787,0.0005077056,0.0002296149],"category_scores_gemma":[0.001127028,0.000326456,0.0001318451,0.0009510546,0.001181881,0.005727515,0.0001610784,0.0004861867,0.00008663585],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003383433,"about_ca_system_score_gemma":0.002280015,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005138892,"about_ca_topic_score_gemma":0.0009398919,"domain_scores_codex":[0.9931613,0.003905346,0.001184387,0.0004182195,0.0007107602,0.0006199787],"domain_scores_gemma":[0.9961387,0.00197384,0.0008371184,0.0002697324,0.0006466298,0.0001340144],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00003034949,0.0003125333,0.0002211704,0.0004619116,0.00003060398,4.259576e-7,0.6230583,0.00004891293,0.0003880555,0.3582228,0.001560365,0.01566453],"study_design_scores_gemma":[0.0009348362,0.0001292637,0.004319128,0.00156821,0.00005920526,0.000003628404,0.9206469,0.001415108,0.00175605,0.02820241,0.04058496,0.0003803076],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7148061,0.001286128,0.03023401,0.01887453,0.00553086,0.001825676,0.00004445596,0.000261938,0.2271363],"genre_scores_gemma":[0.9910313,0.002716339,0.002835772,0.0009867528,0.0005572069,0.0003132041,0.0002761802,0.00001686255,0.001266415],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3300204,"threshold_uncertainty_score":0.9999188,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.109296088538518,"score_gpt":0.4455175436631234,"score_spread":0.3362214551246054,"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."}}