{"id":"W6237015","doi":"10.1007/bf00275659","title":"Écrire : un outil pour construire ses connaissances en sciences","year":2001,"lang":"en","type":"article","venue":"Qu&#233;bec fran&#231;ais","topic":"Education, sociology, and vocational training","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec en Abitibi-Témiscamingue","funders":"","keywords":"Humanities; Philosophy","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":["sts"],"category_scores_codex":[0.003739797,0.0003364657,0.0004384361,0.0001982496,0.002895348,0.0002476972,0.0009538906,0.0003485324,0.002310108],"category_scores_gemma":[0.002590396,0.0003216114,0.000196746,0.0009239031,0.005781583,0.0006252616,0.00006555015,0.0003567706,0.0003464684],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001426522,"about_ca_system_score_gemma":0.001465141,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003239909,"about_ca_topic_score_gemma":0.001143946,"domain_scores_codex":[0.9959863,0.001046428,0.0005388755,0.0007349003,0.0007787016,0.000914775],"domain_scores_gemma":[0.9956263,0.00310551,0.0002854918,0.000309158,0.000373966,0.0002996138],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.00002724121,0.0002710783,0.3396919,0.00007927513,0.0001847279,0.00002012096,0.1673343,0.00003409337,0.0003559649,0.4134267,0.02142463,0.05714995],"study_design_scores_gemma":[0.001208139,0.000202179,0.05450099,0.0002367344,0.000104321,0.00003705892,0.5277886,0.0001476962,0.0003400039,0.02695583,0.3873243,0.001154038],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7373173,0.003207532,0.0004178753,0.04020558,0.004140573,0.0004983663,0.00004655122,0.0004125093,0.2137537],"genre_scores_gemma":[0.9853951,0.001668563,0.002927184,0.00151356,0.00348728,0.00007185403,0.00002363069,0.00002758729,0.004885184],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3864709,"threshold_uncertainty_score":0.9999236,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2092438729821584,"score_gpt":0.47016605151277,"score_spread":0.2609221785306116,"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."}}