{"id":"W4366347206","doi":"10.18162/fp.2023.795","title":"Processus de consultation auprès de formateurs de stagiaires en enseignement : réfléchir aux activités professionnelles essentielles de la profession en vue de l’évaluation des compétences","year":2023,"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 Laval","funders":"","keywords":"Medicine; Humanities; Political science; Philosophy","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":[0.02098214,0.0004102652,0.0003661749,0.0003934806,0.003215125,0.0002032103,0.0004739593,0.0009490878,0.0001297782],"category_scores_gemma":[0.003864855,0.0003948759,0.0001338712,0.001090202,0.001004476,0.002309568,0.000148091,0.0009044932,0.00006618205],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001707023,"about_ca_system_score_gemma":0.006725066,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001185894,"about_ca_topic_score_gemma":0.0005079907,"domain_scores_codex":[0.9842053,0.01242414,0.0008813184,0.0004246265,0.0007937918,0.001270817],"domain_scores_gemma":[0.9927683,0.005319194,0.0008192371,0.0002133775,0.0005713271,0.0003085652],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00009527869,0.0004487062,0.01606521,0.00136152,0.00005847062,0.000003218083,0.895063,0.002171004,0.005864977,0.0283873,0.006136758,0.04434456],"study_design_scores_gemma":[0.000991532,0.0001278777,0.07306802,0.002338808,0.0001083008,0.00002195767,0.7863871,0.03000472,0.004143235,0.09963302,0.002747297,0.0004281607],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9300768,0.0005897279,0.03179483,0.03192452,0.001654868,0.001370793,0.00003712915,0.0003935915,0.002157692],"genre_scores_gemma":[0.9664606,0.005785379,0.02028419,0.000536966,0.0008551392,0.0008358629,0.000470326,0.00005354172,0.004717956],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1086759,"threshold_uncertainty_score":0.9998503,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1357420771790758,"score_gpt":0.4697562664836851,"score_spread":0.3340141893046094,"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."}}