{"id":"W2167219046","doi":"10.7202/009940ar","title":"Auto-observation des modalités d’apprentissage en situation de projet. Métacognition mathétique au cours de PARMs","year":2005,"lang":"fr","type":"article","venue":"Revue des sciences de l éducation","topic":"Educational Tools and Methods","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Humanities; Philosophy; Art; Psychology; Political science","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":[],"category_scores_codex":[0.01081324,0.0002460655,0.0002189011,0.0001784764,0.001981705,0.0004052447,0.0004729774,0.0003477277,0.0003073472],"category_scores_gemma":[0.001765583,0.0002825952,0.0001294803,0.001410855,0.001898012,0.002325097,0.00003706322,0.00026911,0.00008962357],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006551179,"about_ca_system_score_gemma":0.004949444,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003925681,"about_ca_topic_score_gemma":0.00441627,"domain_scores_codex":[0.9953682,0.00213383,0.0005077878,0.0005467774,0.0005046618,0.0009387648],"domain_scores_gemma":[0.9979904,0.0006692091,0.0003950452,0.0002043388,0.000414249,0.0003267801],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00001416671,0.0007723109,0.04441454,0.0004926593,0.00002918031,0.00000170743,0.3611797,0.007959076,0.008438658,0.1703528,0.0008989871,0.4054463],"study_design_scores_gemma":[0.0003929932,0.0002709945,0.3424612,0.001233097,0.0002672218,0.0001421955,0.06957603,0.11562,0.005473948,0.4342474,0.02943102,0.000883862],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8679887,0.001446183,0.09833237,0.0173089,0.001278923,0.0005413027,0.00001847606,0.00008985625,0.0129953],"genre_scores_gemma":[0.7465078,0.001558892,0.2392609,0.0003451809,0.002238739,0.0001807113,0.00006163129,0.00002119366,0.009824945],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4045624,"threshold_uncertainty_score":0.9999626,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.446118536979373,"score_gpt":0.4951292779398245,"score_spread":0.04901074096045149,"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."}}