{"id":"W7105592774","doi":"10.4000/1556w","title":"De l’enquête collaborative à la méta-enquête par l’enjeu des traces produites : une approche alternative pour une épistémologie constructiviste revisitée","year":2022,"lang":"","type":"article","venue":"Les dossiers des sciences de l éducation","topic":"Education, sociology, and vocational training","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Ile de france; Derogation; Context (archaeology)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.01833686,0.0005974398,0.0006307065,0.0004507764,0.01474128,0.001027467,0.001650966,0.0003138563,0.0004222248],"category_scores_gemma":[0.006456187,0.000626518,0.0002360445,0.006338188,0.0370281,0.001354704,0.0002191382,0.0009685865,0.00001712379],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.004490333,"about_ca_system_score_gemma":0.01136822,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004923817,"about_ca_topic_score_gemma":0.0005230457,"domain_scores_codex":[0.9862844,0.008593303,0.0009261642,0.001491181,0.001177156,0.001527738],"domain_scores_gemma":[0.9914317,0.005366423,0.001371015,0.0003746266,0.00103537,0.0004208634],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00004682044,0.0004893422,0.05059085,0.0001778892,0.0001585087,0.000006139722,0.8375531,0.001467334,0.0008815988,0.08739182,0.0009026679,0.02033387],"study_design_scores_gemma":[0.0004363381,0.0004380093,0.02788772,0.0001759866,0.0001486907,0.00008385638,0.7421416,0.001549818,0.000437974,0.2198843,0.006131973,0.0006837206],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9303544,0.003439349,0.004813788,0.0121009,0.001969916,0.001308054,0.000109126,0.0001544116,0.04575006],"genre_scores_gemma":[0.9585539,0.00174258,0.03559109,0.0004720817,0.00120751,0.0007734912,0.00004693739,0.00004092443,0.001571517],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1324925,"threshold_uncertainty_score":0.9996186,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3232381973536285,"score_gpt":0.48109862692762,"score_spread":0.1578604295739915,"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."}}