{"id":"W2161918243","doi":"10.4000/pistes.4009","title":"Le développement professionnel dans une perspective constructiviste ou socioconstructiviste : une compréhension conceptuelle pour des implications pratiques","year":2014,"lang":"fr","type":"article","venue":"Perspectives interdisciplinaires sur le travail et la santé","topic":"Innovative Education and Learning Practices","field":"Social Sciences","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Humanities; Political science; Sociology; Philosophy","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts"],"consensus_categories":["sts"],"category_scores_codex":[0.002594686,0.0007369847,0.000828086,0.0002993753,0.003801611,0.0004433994,0.0006922058,0.0003914578,0.0004025293],"category_scores_gemma":[0.001628181,0.0007661413,0.0003728048,0.001549859,0.01142381,0.001543592,0.0004187177,0.001423313,0.000117016],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001288802,"about_ca_system_score_gemma":0.004327733,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009799168,"about_ca_topic_score_gemma":0.01134691,"domain_scores_codex":[0.9898828,0.006251422,0.0009045292,0.001399898,0.0006252367,0.0009361541],"domain_scores_gemma":[0.9934573,0.002262258,0.001127803,0.0005744623,0.002211238,0.0003669088],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00007680307,0.001002719,0.003056501,0.00006866011,0.0002280326,0.000002960395,0.4923336,0.00002023796,0.0009214436,0.4831709,0.001627548,0.0174906],"study_design_scores_gemma":[0.001095696,0.0001926238,0.294325,0.0004533458,0.00008557329,0.00003368425,0.6365245,0.0002344495,0.0002840085,0.06100947,0.005131888,0.0006297693],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5277646,0.001683995,0.02858803,0.1780312,0.001268137,0.001036771,0.00004979157,0.0003147472,0.2612627],"genre_scores_gemma":[0.9824044,0.0005158574,0.006392559,0.000378556,0.0005852255,0.0001882865,0.00002202802,0.0001049849,0.009408173],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4546397,"threshold_uncertainty_score":0.9994789,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06365328598865345,"score_gpt":0.406367937590956,"score_spread":0.3427146516023025,"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."}}