{"id":"W1686322356","doi":"10.4000/ripes.425","title":"Dessiner son parcours professionnel, pour en tirer des enseignements","year":2010,"lang":"fr","type":"article","venue":"Revue internationale de pédagogie de l’enseignement supérieur","topic":"Education, sociology, and vocational training","field":"Social Sciences","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Association Québécoise des Enseignantes et des Enseignants du Primaire","funders":"","keywords":"Political science; Humanities; Art","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.004674488,0.0004572663,0.0003919629,0.0002476941,0.001313493,0.0001939577,0.0009395412,0.0006062732,0.004392234],"category_scores_gemma":[0.00306556,0.0005234181,0.0002860505,0.0003934782,0.00142111,0.0005702336,0.0001572566,0.0009911727,0.0004617727],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00119469,"about_ca_system_score_gemma":0.001811754,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001113951,"about_ca_topic_score_gemma":0.001511582,"domain_scores_codex":[0.9951951,0.001356789,0.0008081284,0.0007244066,0.0007210074,0.001194605],"domain_scores_gemma":[0.99582,0.002104628,0.0004708784,0.0004145363,0.0007587245,0.0004311751],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00004566621,0.001995697,0.1064206,0.000428585,0.000554635,0.00007058067,0.5851523,0.0002239089,0.007287298,0.1936676,0.04794576,0.05620734],"study_design_scores_gemma":[0.001886688,0.0001996672,0.151954,0.001292469,0.0003173336,0.0001622564,0.5297922,0.002752376,0.0009954763,0.05755305,0.2517432,0.001351263],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9110067,0.00154473,0.003027386,0.05151617,0.007557105,0.0005812733,0.00008752344,0.0001380632,0.02454107],"genre_scores_gemma":[0.8752589,0.002012711,0.0234182,0.001779544,0.00768932,0.0002955297,0.0001879284,0.00008232333,0.08927556],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2037974,"threshold_uncertainty_score":0.9999866,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1678038047509425,"score_gpt":0.4249555311646597,"score_spread":0.2571517264137171,"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."}}