{"id":"W322227469","doi":"","title":"L’autoformation d’enseignants novices, expérimentés et déserteurs comme pistes d’amélioration de la formation universitaire","year":2009,"lang":"fr","type":"article","venue":"Canadian Journal of Education / Revue canadienne de l éducation","topic":"Educational Practices and Policies","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Humanities; Context (archaeology); Sociology; Political science; Art; Geography","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00478073,0.0004390386,0.0004824085,0.0006257817,0.002751139,0.003622677,0.0009081885,0.0008441127,0.01175832],"category_scores_gemma":[0.00773809,0.0002620419,0.0004666114,0.0005093718,0.00248615,0.001863739,0.003912521,0.001273152,0.002100687],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00297376,"about_ca_system_score_gemma":0.00714697,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01696603,"about_ca_topic_score_gemma":0.05358246,"domain_scores_codex":[0.9964088,0.001430388,0.0001335893,0.0004125153,0.001068382,0.0005462929],"domain_scores_gemma":[0.9935104,0.001510559,0.0005808985,0.0007575062,0.001772966,0.001867641],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.001265167,0.002805879,0.1817021,0.001222248,0.0001293592,0.001228809,0.2977805,0.001318384,0.02724373,0.01452192,0.0105368,0.4602452],"study_design_scores_gemma":[0.0001094467,0.003263181,0.3820274,0.0008610216,0.0001334251,0.0005897229,0.3303441,0.001667086,0.01471017,0.005631256,0.2604759,0.0001871836],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9817526,0.0003812212,0.002062154,0.0006222359,0.00007215774,0.00008707622,0.00006762373,0.00004746815,0.01490737],"genre_scores_gemma":[0.9525553,0.0008315067,0.004879264,0.0003482029,0.00001962447,0.0001927895,0.0001643634,0.00003986785,0.04096903],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01696603,"threshold_uncertainty_score":0.03933555,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07861025410610131,"score_gpt":0.3460303776320393,"score_spread":0.2674201235259379,"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."}}